{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Course 3 - Week 1 - Lesson 2 - Notebook.ipynb","version":"0.3.2","provenance":[{"file_id":"1Zn6Lgn4cEJiA_uHym2oOWtQcsjwwGFG1","timestamp":1558732299987},{"file_id":"1V60jn23JMcMpwhF-KvCTYIIfm4J2X6v5","timestamp":1558707866173}]},"kernelspec":{"name":"python2","display_name":"Python 2"},"accelerator":"GPU"},"cells":[{"cell_type":"code","metadata":{"id":"BOwsuGQQY9OL","colab_type":"code","colab":{}},"source":["import tensorflow as tf\n","\n","from tensorflow.keras.preprocessing.sequence import pad_sequences\n","from tensorflow.keras.layers import Embedding, LSTM, Dense, Bidirectional\n","from tensorflow.keras.preprocessing.text import Tokenizer\n","from tensorflow.keras.models import Sequential\n","from tensorflow.keras.optimizers import Adam\n","import numpy as np "],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"pylt5qZYsWPh","colab_type":"code","outputId":"55e4ba98-9c52-4bcd-d369-bd76336e5fce","executionInfo":{"status":"ok","timestamp":1558917564071,"user_tz":420,"elapsed":2494,"user":{"displayName":"Laurence Moroney","photoUrl":"https://lh3.googleusercontent.com/-RcxktLY-TBk/AAAAAAAAAAI/AAAAAAAAABY/b4V4dTIqmPI/s64/photo.jpg","userId":"06401446828348966425"}},"colab":{"height":238}},"source":["!wget --no-check-certificate \\\n","    https://storage.googleapis.com/laurencemoroney-blog.appspot.com/irish-lyrics-eof.txt \\\n","    -O /tmp/irish-lyrics-eof.txt"],"execution_count":2,"outputs":[{"output_type":"stream","text":["--2019-05-26 17:39:23--  https://storage.googleapis.com/laurencemoroney-blog.appspot.com/irish-lyrics-eof.txt\r\n","Resolving storage.googleapis.com... 2a00:1450:4010:c0b::80, 173.194.222.128\r\n","Connecting to storage.googleapis.com|2a00:1450:4010:c0b::80|:443... connected.\r\n","WARNING: cannot verify storage.googleapis.com's certificate, issued by 'CN=Google Internet Authority G3,O=Google Trust Services,C=US':\r\n","  Unable to locally verify the issuer's authority.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 68970 (67K) [text/plain]\n","Saving to: '/tmp/irish-lyrics-eof.txt'\n","\n","/tmp/irish-lyrics-e 100%[=====================>]  67.35K  --.-KB/s   in 0.001s \n","\n","2019-05-26 17:39:23 (94.9 MB/s) - '/tmp/irish-lyrics-eof.txt' saved [68970/68970]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"0bdd6f6d-44ac-49e9-9e52-929e36b78b3e","executionInfo":{"status":"ok","timestamp":1558917567068,"user_tz":420,"elapsed":522,"user":{"displayName":"Laurence Moroney","photoUrl":"https://lh3.googleusercontent.com/-RcxktLY-TBk/AAAAAAAAAAI/AAAAAAAAABY/b4V4dTIqmPI/s64/photo.jpg","userId":"06401446828348966425"}},"id":"PRnDnCW-Z7qv","colab":{"height":71}},"source":["tokenizer = Tokenizer()\n","\n","data = open('/tmp/irish-lyrics-eof.txt').read()\n","\n","corpus = data.lower().split(\"\\n\")\n","\n","tokenizer.fit_on_texts(corpus)\n","total_words = len(tokenizer.word_index) + 1\n","\n","print(tokenizer.word_index)\n","print(total_words)\n"],"execution_count":3,"outputs":[{"output_type":"stream","text":["{'harp': 366, 'hark': 1234, 'harm': 1907, 'defend': 1574, 'better': 704, 'hare': 1994, 'rats': 2391, 'sang': 599, 'sailed': 849, 'kilrain': 670, 'sent': 1004, 'drumslieve': 1376, 'joking': 2223, 'factory': 1528, 'send': 808, 'hired': 2010, 'til': 443, 'tin': 2327, 'lift': 2093, 'tie': 2406, 'hills': 331, 'speak': 1005, 'life': 191, 'desolation': 898, 'machine': 1586, 'tis': 162, 'pulled': 1711, 'divinity': 1630, 'green': 60, 'abusing': 2043, 'darlin': 741, 'dear': 78, 'deas': 557, 'black': 199, 'greet': 944, 'prouder': 2422, 'dead': 135, 'cats': 948, 'tabhair': 1671, 'cabin': 839, 'quitely': 2051, 'such': 349, 'lions': 1594, 'unprofaned': 1566, 'marks': 1299, 'london': 2479, 'trades': 2382, 'reap': 1984, 'lads': 496, 'mccorley': 358, 'sped': 2239, 'farrell': 578, 'pure': 365, 'each': 209, 'conversations': 2211, 'vigil': 1227, 'volunteers': 1576, 'moving': 1203, 'trust': 2349, 'fishin': 1766, 'garden': 579, 'though': 273, 'cheeks': 431, 'cheer': 2181, 'drown': 850, 'homes': 1404, 'cheek': 1698, 'hows': 2609, 'guinea': 2271, 'brand': 927, 'lark': 555, 'lips': 744, 'seasons': 1651, 'smother': 1983, 'rays': 709, 'clark': 1579, 'tenants': 2513, 'rows': 1800, 'mairis': 1885, 'grief': 539, 'california': 2228, 'one': 39, 'gad': 1641, 'mullingar': 1997, 'falls': 1917, 'seldom': 1392, 'farmstead': 2056, 'deprived': 2014, 'should': 224, 'bottles': 1107, 'although': 2457, 'sweetly': 745, 'auld': 574, 'och': 533, 'fly': 337, 'resolved': 1774, 'vogue': 2024, 'withdraw': 1952, 'made': 219, 'loo': 279, 'south': 977, 'valleys': 499, 'slanderin': 1436, 'haired': 2401, 'make': 196, 'cross': 594, 'rising': 780, 'low': 316, 'lot': 1918, 'passed': 197, 'hand': 129, 'loaded': 2591, 'foot': 669, 'sorry': 1915, 'drinking': 752, 'must': 146, 'jar': 1749, 'foots': 2545, 'aboard': 2028, 'singing': 306, 'gaily': 1884, 'gas': 1453, 'rakes': 788, 'likes': 1632, 'ceiling': 1839, 'most': 415, 'assisted': 1438, 'lines': 876, 'raked': 2417, 'softly': 1059, 'heaven': 2192, 'heavem': 2191, 'nay': 576, 'sons': 301, 'foam': 1395, 'tread': 1521, 'heaved': 2166, 'engaging': 2448, 'song': 212, 'creel': 1895, 'replied': 1873, 'treat': 2682, 'pike': 755, 'strangely': 1255, 'margin': 2277, 'glisten': 1799, 'cockles': 1407, 'surrendered': 2248, 'beauing': 2496, 'bride': 436, 'whack': 547, 'john': 1012, 'shc': 1288, 'she': 14, 'steer': 1968, 'terrible': 1876, 'vale': 2531, 'says': 303, 'world': 153, 'narrow': 660, 'quigley': 2215, 'meadow': 945, 'steel': 1541, 'shy': 2101, 'peeled': 2332, 'slaughter': 938, 'isle': 562, 'countrie': 2583, 'nice': 320, 'woman': 300, 'help': 2338, 'tear': 528, 'approaching': 902, 'sic': 1462, 'cried': 1852, 'three': 241, 'brogue': 2022, 'instead': 2035, 'khaki': 1600, 'sir': 561, 'sip': 2491, 'bush': 700, 'itself': 1564, 'sit': 325, 'loveliness': 1562, 'scratch': 2088, 'today': 180, 'six': 1756, 'clung': 2064, 'to': 4, 'sweetheart': 1002, 'shed': 442, 'across': 427, 'unpaid': 2160, 'being': 553, 'awaken': 1239, 'shes': 183, 'started': 1078, 'diamond': 1108, 'springtime': 1210, 'wished': 2034, 'same': 387, 'hole': 2086, 'prime': 1218, 'north': 995, 'albert': 1007, 'will': 26, 'gate': 2339, 'grim': 2065, 'thing': 456, 'thine': 962, 'landed': 641, 'think': 285, 'noise': 2555, 'colour': 1328, 'unto': 1057, 'shedding': 2536, 'comes': 515, 'fetters': 851, 'banbridge': 2230, 'changeless': 1550, 'tho': 677, 'sunshine': 523, 'dreamt': 2222, 'dreams': 475, 'sea': 97, 'laughter': 785, 'the': 1, 'weather': 1112, 'thc': 2131, 'tones': 600, 'war': 683, 'frequent': 2628, 'thy': 185, 'entwine': 687, 'carried': 1300, 'wear': 786, 'yell': 1738, 'wan': 2300, 'deliver': 1024, 'learning': 1842, 'faith': 1568, 'walkin': 1019, 'satisfied': 873, 'weak': 1680, 'flower': 774, 'them': 59, 'then': 52, 'thee': 142, 'heartfrom': 2001, 'they': 29, 'voice': 317, 'leggins': 2404, 'mothers': 375, 'score': 2377, 'constant': 1551, 'sheriff': 2164, 'catchers': 1826, 'truth': 527, 'zoo': 2379, 'aisy': 1294, 'gun': 863, 'fate': 1091, 'sack': 2411, 'hands': 632, 'custom': 2631, 'drawn': 722, 'wherever': 1371, 'porter': 1355, 'gardens': 679, 'red': 202, 'throughout': 2653, 'power': 1129, 'road': 160, 'kilrush': 1401, 'lambs': 1491, 'lord': 517, 'roam': 814, 'wife': 892, 'feet': 296, 'afraid': 2399, 'stranger': 1039, 'rolling': 1740, 'feel': 604, 'african': 1946, 'courting': 1047, 'beg': 719, 'bed': 613, 'bee': 1366, 'cursed': 856, 'sentry': 1764, 'crazy': 986, 'girls': 182, 'blades': 2619, 'bone': 1017, 'curses': 1306, 'gather': 1155, 'eer': 335, 'drinkin': 1158, 'slip': 2384, 'knew': 512, 'golden': 420, 'victory': 2193, 'guns': 530, 'ballygrant': 1377, 'meself': 753, 'belfast': 879, 'softest': 1360, 'lanigan': 1791, 'woods': 1073, 'sink': 2592, 'escape': 1250, 'swim': 906, 'enquiring': 2020, 'bounding': 1552, 'its': 75, 'reach': 2194, 'joyous': 2436, 'killarneys': 1975, 'foolish': 680, 'beside': 646, 'flow': 1191, 'wherein': 2151, 'dwell': 2152, 'brain': 1450, 'loses': 1964, 'rover': 407, 'morn': 414, 'proud': 346, 'railroad': 1769, 'more': 79, 'shoulders': 1781, 'together': 549, 'relations': 392, 'patrick': 1483, 'weary': 461, 'fervor': 1567, 'pray': 591, 'dearly': 2455, 'hummin': 1277, 'soil': 1509, 'tower': 1128, 'downfall': 2265, 'underfoot': 2617, 'customer': 1347, 'easily': 2572, 'siren': 1534, 'cozy': 1904, 'plying': 1188, 'church': 2343, 'milliner': 1808, 'join': 2526, 'nor': 484, 'first': 117, 'not': 54, 'now': 45, 'bower': 933, 'dawning': 385, 'moonshiny': 1447, 'above': 333, 'letters': 1003, 'bowed': 2444, 'goodbye': 2169, 'designed': 2487, 'boys': 228, 'sociable': 1787, 'twill': 868, 'which': 685, 'youve': 336, 'englands': 2611, 'chieftains': 937, 'gladness': 2418, 'weeks': 481, 'folk': 1249, 'larks': 2525, 'thinks': 2375, 'mchugh': 1872, 'spinning': 2538, 'charges': 2664, 'case': 1352, 'ld': 1272, 'springs': 1533, 'toil': 1428, 'freedom': 979, 'thinking': 356, 'li': 1273, 'courage': 825, 'hats': 2124, 'step': 554, 'until': 330, 'hopeless': 1367, 'battle': 2368, 'enchanting': 1494, 'laugh': 1180, 'gallon': 1106, 'finea': 1415, 'shocking': 2388, 'odds': 2074, 'autumn': 2554, 'stroll': 2015, 'ferry': 1380, 'best': 229, 'bough': 1920, 'laughd': 2317, 'beat': 1532, 'saluted': 1980, 'faces': 2055, 'strangers': 991, 'ivy': 2550, 'shirts': 2367, 'tomorrow': 621, 'ive': 87, 'neither': 626, 'beam': 2318, 'spied': 2656, 'pillage': 1665, 'control': 1644, 'stranded': 2094, 'pull': 2613, 'dirty': 947, 'easy': 416, 'stretched': 1866, 'lrelands': 2205, 'blame': 1143, 'somebody': 2552, 'deceive': 1027, 'agin': 980, 'pail': 2285, 'forgive': 2639, 'pain': 827, 'riding': 2440, 'tempered': 1542, 'paid': 932, 'napper': 2607, 'sounds': 1192, 'easter': 2118, 'strangled': 1879, 'edward': 2096, 'counting': 1713, 'shrill': 2226, 'pair': 751, 'strayed': 1074, 'host': 2053, 'draw': 2669, 'gloom': 2603, 'rope': 2063, 'sinners': 1637, 'spend': 652, 'open': 843, 'shining': 280, 'sovereigns': 2632, 'shamrock': 1208, 'blackbird': 1900, 'lass': 1072, 'gesture': 1678, 'last': 155, 'heard': 134, 'loss': 1978, 'lost': 860, 'sayin': 516, 'rate': 1962, 'solemn': 1235, 'under': 737, 'lose': 1363, 'docks': 1535, 'erin': 294, 'odonnell': 1477, 'seeking': 1267, 'avoidin': 1649, 'outspread': 2322, 'window': 705, 'apple': 1719, 'compare': 1396, 'smiles': 1701, 'blouse': 2397, 'woe': 955, 'violin': 1324, 'smiled': 513, 'ball': 232, 'wedding': 351, 'inside': 1113, 'beating': 781, 'before': 223, 'swinging': 1157, 'showrs': 2315, 'quay': 1085, 'train': 1536, 'bloom': 698, 'creature': 981, 'boot': 1433, 'forgets': 1569, 'lie': 465, 'holy': 1231, 'vermin': 1484, 'sail': 1502, 'sorrow': 854, 'oats': 1291, 'stuff': 1448, 'lassies': 2004, 'lip': 667, 'within': 1374, 'fishing': 1357, 'apprenticed': 1340, 'hold': 1573, 'neatest': 631, 'smoke': 1135, 'aching': 2306, 'beggarman': 1170, 'patricks': 2606, 'shinin': 1750, 'need': 2452, 'losing': 2042, 'greek': 1627, 'tenant': 2249, 'whisky': 2360, 'sands': 1372, 'picture': 1783, 'fulfill': 2209, 'midst': 1859, 'slumber': 582, 'lived': 2218, 'bunch': 803, 'eden': 1413, 'often': 2356, 'lives': 893, 'daughter': 277, 'ruler': 2197, 'credit': 2630, 'summers': 410, 'leaps': 2576, 'tide': 1499, 'moons': 2563, 'round': 150, 'shake': 2236, 'alone': 472, 'native': 910, 'along': 236, 'loves': 205, 'lover': 313, 'mild': 1727, 'heart': 43, 'belles': 925, 'hurled': 1307, 'whereon': 633, 'flag': 967, 'rally': 2180, 'loved': 237, 'rack': 2125, 'murther': 1854, 'pint': 1982, 'mounted': 2273, 'disquieted': 1248, 'swiftly': 1149, 'squall': 1426, 'divil': 607, 'fragrance': 1963, 'verdantly': 1565, 'bravely': 1089, 'fears': 2305, 'pheasants': 1403, 'townland': 1245, 'pigs': 2029, 'years': 243, 'roaming': 1385, 'praties': 2156, 'quality': 2016, 'yearn': 1705, 'counter': 1104, 'rowans': 1891, 'fishers': 2057, 'prince': 2095, 'thousand': 636, 'counted': 2658, 'lilting': 2645, 'gear': 2148, 'visit': 672, 'both': 433, 'shure': 790, 'landladys': 2633, 'wholl': 2601, 'glad': 2428, 'chamber': 2662, 'stars': 645, 'it': 25, 'is': 23, 'start': 1424, 'dublin': 151, 'huff': 1423, 'clumsy': 2111, 'if': 61, 'id': 168, 'laughing': 2005, 'winters': 872, 'im': 95, 'thems': 1668, 'fade': 682, 'fuel': 1940, 'sash': 1096, 'latinity': 1628, 'voices': 1152, 'veteran': 1575, 'charms': 958, 'jovial': 2210, 'delight': 154, 'theres': 80, 'store': 2626, 'platform': 2274, 'ship': 283, 'fathers': 315, 'distant': 1268, 'ruin': 1563, 'numbered': 1394, 'stands': 634, 'sell': 2449, 'summertime': 2687, 'evening': 393, 'melody': 2139, 'breast': 445, 'whats': 999, 'frisky': 2358, 'mornin': 1214, 'benburb': 1486, 'shades': 2532, 'promised': 1752, 'year': 2624, 'nlyme': 1219, 'bonny': 1053, 'top': 2480, 'airy': 1955, 'gathers': 1475, 'diamonds': 1336, 'flashed': 1097, 'rose': 102, 'doneen': 409, 'calls': 2381, 'quiet': 644, 'ringum': 1213, 'june': 1077, 'wink': 1809, 'spirit': 811, 'childhood': 1381, 'run': 421, 'rum': 1748, 'rub': 1165, 'mairi': 739, 'onward': 2238, 'unfurled': 1305, 'sheen': 2233, 'ten': 492, 'flew': 1760, 'treads': 2077, 'holly': 2557, 'slight': 2141, 'rock': 1278, 'support': 1390, 'done': 716, 'flute': 1431, 'wrong': 2559, 'two': 302, 'dudeen': 1440, 'wide': 503, 'glens': 1359, 'danny': 521, 'waiters': 2501, 'eight': 2376, 'thru': 1175, 'bleak': 2162, 'twist': 1835, 'offer': 1606, 'chords': 2467, 'limbs': 1999, 'island': 1730, 'lily': 612, 'foreign': 2584, 'false': 2596, 'white': 174, 'phantom': 2321, 'joys': 802, 'consent': 747, 'encumbered': 1513, 'leaned': 2593, 'quarters': 2080, 'hardly': 715, 'painted': 1862, 'soldier': 1293, 'scruff': 1435, 'lilt': 2648, 'stray': 883, 'maids': 2686, 'yonder': 1069, 'guards': 1757, 'endless': 861, 'bright': 137, 'admiration': 1369, 'dwelling': 2185, 'sing': 186, 'uncle': 2361, 'passes': 2140, 'begging': 1171, 'crown': 690, 'sunflower': 1570, 'yore': 605, 'irish': 192, 'banter': 1933, 'covered': 2438, 'robin': 2523, 'over': 84, 'fondly': 959, 'grow': 526, 'saying': 218, 'sights': 1397, 'trod': 1093, 'granted': 2433, 'marchin': 1437, 'reilly': 919, 'bondage': 1669, 'bought': 1987, 'ours': 996, 'close': 965, 'warrior': 2462, 'liquor': 1354, 'tied': 1339, 'stack': 2083, 'chocolate': 1444, 'enemy': 1723, 'brooks': 1840, 'days': 171, 'anger': 1257, 'honor': 969, 'duns': 2503, 'slainte': 695, 'take': 62, 'moon': 165, 'hope': 373, 'mythology': 1634, 'lovers': 2578, 'any': 389, 'drink': 246, 'fashion': 1686, 'and': 2, 'affray': 2050, 'fourth': 1670, 'moor': 926, 'fine': 159, 'find': 147, 'travel': 909, 'halfway': 1416, 'britches': 2217, 'believe': 684, 'trees': 1146, 'drank': 1981, 'wrote': 1695, 'learnin': 1610, 'boots': 2115, 'youth': 681, 'sunday': 648, 'harmony': 1674, 'enamour': 1934, 'gaze': 900, 'walking': 2272, 'breeze': 1466, 'coal': 2442, 'bring': 504, 'finger': 1207, 'sentence': 888, 'soars': 2431, 'shapes': 928, 'cleared': 2052, 'lusty': 1221, 'odaly': 1807, 'tease': 1953, 'damer': 1945, 'coat': 756, 'nigh': 2045, 'souls': 622, 'when': 21, 'majestic': 1500, 'freebirds': 2291, 'indies': 1935, 'mash': 2329, 'shines': 2354, 'flowers': 401, 'wee': 891, 'wed': 766, 'a': 5, 'angels': 807, 'single': 1954, 'acres': 1796, 'wet': 2389, 'city': 507, 'aroon': 953, 'useless': 1959, 'wooden': 2127, 'get': 122, 'enemies': 1511, 'chirping': 2556, 'wishful': 1638, 'rocky': 225, 'gem': 2242, 'ofttimes': 2640, 'sky': 510, 'fellows': 396, 'teacher': 1620, 'lofty': 914, 'numbers': 1758, 'starved': 1666, 'parents': 824, 'remorseless': 2091, 'tyrant': 2090, 'thorn': 899, 'clothes': 615, 'somewhere': 2105, 'kellswater': 643, 'blind': 2539, 'oneill': 1476, 'lack': 2142, 'venture': 983, 'avick': 1640, 'grave': 988, 'glance': 2569, 'his': 40, 'hit': 2245, 'cloak': 2283, 'wheel': 292, 'musha': 546, 'courtesy': 1927, 'hid': 2324, 'mccarthy': 1849, 'pianos': 2121, 'appear': 886, 'sportin': 2683, 'delirium': 1261, 'him': 115, 'iron': 1302, 'primrose': 1365, 'loch': 1503, 'rogue': 2021, 'em': 1026, 'verdant': 2580, 'miles': 2229, 'rare': 1061, 'suppose': 1863, 'distance': 834, 'street': 293, 'lamenting': 2312, 'lullaby': 1275, 'bollin': 2685, 'door': 244, 'grandmother': 1198, 'glossy': 2284, 'havent': 1018, 'mcgilligan': 1811, 'toast': 1898, 'yere': 1733, 'grandest': 1643, 'drowsily': 2540, 'rig': 1745, 'rie': 1287, 'o': 67, 'keep': 204, 'stirring': 2546, 'someone': 1115, 'awaitin': 2130, 'hearty': 734, 'keen': 2075, 'hearts': 575, 'fear': 469, 'bit': 609, 'other': 500, 'july': 2231, 'cot': 603, 'din': 2149, 'since': 231, 'big': 975, 'bid': 525, 'month': 869, 'cruel': 450, 'sprightly': 2547, 'earthly': 1237, 'changing': 2263, 'barrow': 658, 'color': 455, 'dig': 2085, 'riches': 1067, 'times': 254, 'penny': 2659, 'swan': 2145, 'mans': 1103, 'goggles': 2407, 'devils': 1754, 'many': 242, 'glory': 2340, 'jury': 1350, 'broad': 659, 'shoving': 2558, 'kept': 1163, 'grand': 699, 'everywhere': 2114, 'lying': 1518, 'bullet': 1589, 't': 1544, 'mind': 235, 'mine': 332, 'place': 238, 'begin': 2107, 'fighting': 1009, 'trade': 880, 'shannon': 1501, 'ground': 253, 'captive': 1930, 'provost': 1624, 'away': 56, 'wexford': 674, 'pipe': 1054, 'dom': 1672, 'spancil': 452, 'dow': 1167, 'killarney': 598, 'ould': 473, 'sends': 954, 'daylight': 1081, 'father': 100, 'stepped': 270, 'brow': 1006, 'brian': 1480, 'crowds': 2207, 'sweeter': 946, 'excise': 572, 'body': 1117, 'mooney': 1008, 'weeping': 826, 'redeem': 2161, 'bacon': 1815, 'couples': 1844, 'flying': 2219, 'have': 72, 'corner': 2385, 'ructions': 1801, 'let': 118, 'beware': 798, 'cap': 2282, 'theyre': 439, 'suffer': 1335, 'damsel': 885, 'macdonagh': 1580, 'slipped': 1348, 'forget': 464, 'gilgarra': 1211, 'grows': 399, 'wailing': 835, 'creeping': 1225, 'cure': 2003, 'great': 343, 'boatsman': 1379, 'happy': 405, 'gentle': 696, 'horror': 1598, 'deep': 794, 'receiver': 2657, 'laughs': 1706, 'collar': 2405, 'rigs': 2030, 'amiable': 1929, 'whistle': 2262, 'consumed': 1965, 'locality': 2017, 'listening': 2535, 'mountain': 138, 'rent': 758, 'feegee': 1445, 'thady': 2423, 'hardship': 1251, 'smile': 203, 'those': 419, 'begged': 1265, 'be': 30, 'blood': 519, 'tender': 665, 'by': 28, 'serve': 1331, 'laughters': 2646, 'flowing': 2316, 'l\\xc3\\xa1mh': 1673, 'going': 256, 'trinity': 1625, 'sod': 2615, 'landlord': 2163, 'haste': 706, 'armless': 1734, 'neer': 167, 'spoke': 593, 'crystal': 1195, 'rosy': 630, 'music': 972, 'people': 411, 'pale': 501, 'plenty': 281, 'ross': 1505, 'palm': 2286, 'carriages': 1033, 'night': 65, 'decay': 457, 'ballyjamesduff': 341, 'ware': 1961, 'with': 17, 'tenderest': 1619, 'warm': 647, 'hover': 1233, 'asunder': 2468, 'reel': 732, 'sheep': 2157, 'swearing': 1741, 'cho': 1616, 'waters': 2524, 'recall': 1909, 'skreen': 2582, 'raising': 2516, 'right': 395, 'slime': 1317, 'crying': 661, 'wishing': 2517, 'fists': 1031, 'linnets': 2650, 'vengeance': 2059, 'load': 2047, 'soothed': 1925, 'raise': 567, 'blithe': 2000, 'wish': 220, 'that': 15, 'returning': 2625, 'than': 176, 'leap': 2110, 'seven': 887, 'brogues': 1988, 'waiting': 563, 'reflections': 1382, 'money': 268, 'renown': 1601, 'sister': 1976, 'tuned': 1919, 'none': 408, 'windswept': 2296, 'mallow': 360, 'butcher': 2335, 'shawl': 2250, 'tea': 1816, 'goes': 178, 'morrow': 746, 'forefathers': 1603, 'cries': 1667, 'vision': 769, 'oil': 1456, 'banks': 284, 'wander': 602, 'saxon': 1507, 'threw': 923, 'felt': 829, 'short': 875, 'meeting': 1690, 'gently': 585, 'led': 610, 'fell': 355, 'leg': 718, 'gown': 2251, 'shore': 376, 'lead': 976, 'required': 2012, 'barley': 258, 'reminded': 1222, 'just': 169, 'cail\\xc3\\xadn': 556, 'colleen': 329, 'cloud': 2301, 'sunbeam': 2522, 'table': 845, 'hadnt': 1793, 'stick': 534, 'magee': 1434, 'ray': 1548, 'would': 83, 'dewy': 2586, 'priests': 1605, 'energy': 2154, 'faithful': 2466, 'cavalry': 1138, 'wood': 1779, 'flaxen': 2400, 'impropriety': 1614, 'beguile': 2643, 'ale': 2627, 'end': 508, 'fill': 498, 'all': 12, 'farming': 1358, 'enough': 918, 'stealing': 812, 'tears': 314, 'rosie': 514, 'union': 1595, 'high': 123, 'career': 2246, 'flood': 2309, 'good': 94, 'mary': 128, 'currabawn': 2387, 'bishop': 1658, 'buttoned': 2137, 'dust': 817, 'swings': 1206, 'brightest': 1708, 'into': 190, 'ones': 276, 'resound': 1514, 'eyes': 107, 'theyd': 1916, 'writin': 724, 'brightly': 2564, 'humble': 1707, 'peeping': 2412, 'cans': 2328, 'soared': 2319, 'troubles': 1679, 'jigs': 2031, 'mooncoin': 1190, 'julia': 1832, 'blackwater': 1487, 'liverpool': 2037, 'october': 1966, 'coast': 1398, 'cease': 997, 'buried': 859, 'lakes': 1497, 'n': 1789, 'lick': 1870, 'grove': 1205, 'found': 347, 'hosannahs': 1515, 'dublins': 1406, 'resemble': 1109, 'beneath': 757, 'dont': 214, 'could': 103, 'return': 616, 'betrays': 2464, 'parted': 1244, 'weel': 1897, 'rough': 1464, 'roddy': 357, 'sounded': 1820, 'meelia': 1853, 'ride': 1498, 'weep': 1334, 'cork': 2679, 'startin': 2483, 'playboy': 1654, 'corn': 446, 'waitin': 2494, 'crew': 1132, 'windows': 2498, 'passing': 2268, 'ghosts': 866, 'blaze': 1604, 'sober': 908, 'died': 201, 'farmers': 773, 'shoulder': 878, 'sunny': 2518, 'lamp': 1948, 'babes': 2290, 'sweetest': 968, 'clouded': 1263, 'smokey': 1538, 'climb': 2587, 'cherry': 2441, 'pots': 2326, 'broke': 1122, 'streams': 1405, 'free': 206, 'searching': 2333, 'bottle': 2337, 'below': 2081, 'simply': 1523, 'slowly': 1189, 'barney': 2331, 'pat': 1577, 'simple': 1270, 'deepest': 1378, 'rise': 1058, 'wonders': 1368, 'sitting': 1159, 'powerful': 1865, 'cry': 474, 'fail': 1522, 'neck': 1092, 'borne': 1465, 'growin': 2620, 'fair': 69, 'land': 93, 'diggin': 1184, 'mellow': 1187, 'painful': 1694, 'army': 2677, 'sighed': 619, 'lattice': 1204, 'falling': 2026, 'arms': 215, 'praise': 587, 'climate': 1318, 'charmin': 1607, 'peek': 2392, 'turns': 688, 'heres': 288, 'companions': 2430, 'chains': 852, 'drowsy': 809, 'wouldst': 1560, 'treated': 1780, 'endearing': 1557, 'do': 181, 'groups': 1845, 'coming': 1174, 'de': 379, 'drums': 1014, 'da': 354, 'kathleen': 541, 'sailing': 1065, 'december': 1123, 'runctions': 1869, 'eye': 543, 'laity': 1661, 'want': 728, 'higher': 1776, 'ink': 1389, 'around': 263, 'allegators': 1778, 'chanters': 1882, 'boo': 1176, 'noon': 1064, 'afford': 1936, 'generation': 978, 'treasures': 2325, 'oflynn': 532, 'form': 782, 'boy': 194, 'prowling': 1531, 'fleet': 960, 'checking': 1645, 'bow': 116, 'fore': 1430, 'barrin': 1443, 'didnt': 480, 'market': 2453, 'deceiver': 1744, 'banish': 1066, 'snow': 289, 'sinking': 447, 'gruff': 1418, 'dozen': 1105, 'dream': 367, 'please': 463, 'spent': 255, 'give': 193, 'anguish': 2171, 'sunset': 1775, 'root': 2616, 'row': 266, 'stones': 1388, 'neagh': 1504, 'room': 550, 'presence': 815, 'roof': 1126, 'roe': 1489, 'pride': 768, 'nature': 2486, 'rob': 2588, 'know': 121, 'jest': 989, 'thayology': 1635, 'miss': 1048, 'mist': 828, 'falter': 2443, 'fifty': 2355, 'links': 1512, 'whispering': 1419, 'fields': 230, 'whirring': 2544, 'forced': 1140, 'mccree': 2485, 'march': 2054, 'minute': 1803, 'wandered': 778, 'town': 71, 'filled': 2665, 'sleeping': 583, 'guril': 1461, 'our': 63, 'toes': 1011, 'cock': 2225, 'out': 68, 'kneel': 1519, 'gave': 141, 'bowl': 1739, 'things': 801, 'awakened': 1755, 'sound': 451, 'he': 33, 'famous': 1626, 'treasure': 1063, 'twisted': 1696, 'possessed': 1262, 'fashions': 2484, 'sword': 770, 'swore': 552, 'sailor': 804, 'bath': 2482, 'mossy': 673, 'sanctified': 1510, 'stay': 592, 'solace': 1926, 'star': 297, 'workin': 2473, 'farthing': 1971, 'toome': 308, 'pistols': 545, 'array': 2066, 'faster': 2500, 'colors': 2492, 'yeoman': 1137, 'longs': 2567, 'dreaming': 1131, 'munroe': 1490, 'bridge': 262, 'been': 338, 'chickenless': 1736, 'frame': 2174, 'sorely': 1912, 'games': 1572, 'gallant': 942, 'assembled': 2208, 'safely': 2038, 'beer': 1080, 'charming': 935, 'moved': 2143, 'fond': 542, 'kinds': 1828, 'come': 51, 'comb': 1712, 'friend': 762, 'words': 1148, 'moves': 2146, 'horse': 477, 'home': 89, 'spotted': 2394, 'say': 125, 'silent': 2427, 'saw': 210, 'sat': 388, 'sighing': 2553, 'introduction': 1874, 'salley': 678, 'boil': 2040, 'journey': 819, 'alladin': 1949, 'sad': 651, 'little': 112, 'shakes': 2565, 'on': 16, 'leane': 2279, 'oh': 36, 'famine': 2294, 'cold': 221, 'memory': 743, 'ringlets': 729, 'of': 6, 'taras': 1821, 'fool': 2039, 'field': 950, 'gay': 391, 'eileen': 429, 'shaken': 589, 'danger': 1970, 'or': 81, 'an': 113, 'am': 216, 'wealth': 1944, 'ah': 505, 'brother': 1141, 'claret': 789, 'ay': 1283, 'opened': 844, 'winging': 1236, 'listen': 1798, 'at': 38, 'as': 20, 'sight': 2472, 'bells': 479, 'reason': 1125, 'way': 164, 'friends': 208, 'was': 13, 'again': 90, 'punch': 1813, 'lilies': 2529, 'cheerily': 2542, 'glow': 1549, 'ireland': 239, 'toomebridge': 2076, 'minstrel': 586, 'fashioned': 2408, 'rapier': 1212, 'neath': 2521, 'man': 119, 'moaning': 1153, 'purer': 1373, 'lays': 2566, 'judge': 494, 'mad': 1838, 'tuning': 2419, 'may': 136, 'hear': 85, 'look': 298, 'thou': 76, 'lure': 1903, 'cootehill': 1417, 'casement': 2561, 'drunk': 1391, 'drop': 714, 'cask': 1805, 'fainted': 735, 'heavens': 697, 'shelah': 1168, 'songs': 731, 'pipers': 1179, 'donegal': 1622, 'thats': 170, 'pipes': 422, 'piper': 1878, 'try': 2254, 'leaving': 822, 'wearin': 795, 'calico': 2396, 'irelands': 2243, 'pretty': 187, 'canal': 1527, 'truly': 964, 'dolans': 1818, 'likewise': 2668, 'trudged': 2363, 'ringin': 1451, 'hogshead': 2082, 'poor': 189, 'kissed': 471, 'bubbling': 2032, 'hanging': 1119, 'shook': 993, 'pepper': 1021, 'heed': 2189, 'd': 1631, 'without': 482, 'shoot': 2672, 'strife': 998, 'throbbing': 2323, 'heel': 1052, 'soul': 166, 'mollys': 1762, 'wobblin': 2019, 'few': 874, 'banner': 2070, 'footmen': 2667, 'crooning': 1199, 'fled': 2426, 'pardon': 2636, 'flows': 1070, 'flowr': 1615, 'courtin': 1036, 'wind': 323, 'wine': 846, 'sick': 1393, 'wont': 438, 'youths': 2654, 'sweethearts': 1056, 'returned': 1785, 'dim': 818, 'countin': 1022, 'whisperings': 1442, 'swamps': 1772, 'doubts': 2304, 'cares': 865, 'forth': 1023, 'passerby': 2241, 'small': 1049, 'derry': 618, 'odd': 1759, 'misfortune': 1342, 'forty': 1316, 'date': 1960, 'bantry': 2237, 'behind': 211, 'myself': 730, 'bide': 1516, 'further': 1857, 'linnet': 1902, 'while': 109, 'fol': 378, 'declared': 1861, 'stole': 309, 'mourne': 1185, 'coo': 2520, 'brings': 800, 'their': 57, 'cow': 1921, 'widout': 1613, 'keeping': 810, 'did': 53, 'die': 175, 'calling': 522, 'beguiled': 1015, 'fairest': 740, 'can': 73, 'having': 2511, 'skin': 2413, 'politicians': 2506, 'foe': 2092, 'goods': 2147, 'against': 495, 'skip': 1492, 'square': 2247, 'selling': 1345, 'once': 152, 'jenny': 571, 'fiddles': 2132, 'stainless': 2069, 'rattled': 1742, 'myrtle': 1887, 'flame': 1938, 'son': 767, 'twined': 1697, 'wains': 1303, 'save': 663, 'almanack': 1958, 'wings': 907, 'whiskey': 397, 'slung': 2461, 'nothing': 437, 'fades': 2600, 'botany': 2298, 'complexions': 2488, 'whispers': 921, 'cant': 490, 'ave': 1520, 'blow': 693, 'hiii': 2221, 'basin': 2378, 'ringing': 462, 'chain': 956, 'nut': 775, 'diddle': 841, 'remain': 934, 'chair': 2126, 'watched': 394, 'waxes': 2599, 'rich': 702, 'playing': 970, 'bedim': 1699, 'cool': 1194, 'daughters': 2206, 'pistol': 2670, 'dancers': 1118, 'enthralled': 1914, 'banished': 1833, 'funds': 2507, '1803': 1297, 'captain': 692, 'advance': 1612, 'raindrops': 2390, 'tried': 538, 'hill': 311, 'middle': 608, 'near': 274, 'rollin': 1034, 'someones': 2123, 'neat': 640, 'least': 1183, 'c\\xef\\xbf\\xbdta': 2176, 'gray': 1824, 'clouds': 1529, 'caubeen': 2623, 'leaning': 1546, 'fairly': 1169, 'full': 952, 'prison': 493, 'phil': 922, 'apron': 2395, 'couldnt': 2671, 'noiselessly': 2543, 'abandon': 2153, 'there': 41, 'carry': 1016, 'girded': 2460, 'rungum': 2661, 'brave': 299, 'lazy': 987, 'why': 344, 'gaiety': 1660, 'indeed': 1729, 'sacked': 1554, 'yearly': 2451, 'light': 226, 'looks': 2447, 'colonel': 440, 'nights': 905, 'motion': 1471, 'beaming': 1181, 'care': 435, 'living': 2509, 'goin': 544, 'bade': 2168, 'sow': 2474, 'fierce': 1473, 'shannons': 2302, 'house': 380, 'tom': 973, 'ruby': 1913, 'makes': 386, 'anchor': 2203, 'stream': 708, 'bragh': 348, 'clear': 370, 'cr\\xc3\\xbaite': 558, 'guineas': 1182, 'manys': 2224, 'connolly': 1584, 'also': 1951, 'invitation': 1802, 'logic': 1633, 'fixed': 1556, 'tags': 2403, 'martha': 894, 'seemd': 2307, 'fire': 428, 'trial': 1351, 'creeds': 1682, 'ogradys': 1819, 'elf': 2235, 'gone': 124, 'jollity': 1653, 'ceannt': 1593, 'among': 1082, 'early': 139, 'owen': 1488, 'axe': 1540, 'arrived': 1044, 'nelly': 1823, 'guardian': 1224, 'rink': 2414, 'darkning': 1703, 'bogs': 1990, 'bare': 765, 'bard': 2463, 'oer': 92, 'shone': 877, 'prisoner': 1030, 'boneless': 1735, 'county': 453, 'stupendous': 1468, 'lowly': 2573, 'what': 163, 'joy': 502, 'stool': 577, 'curious': 2006, 'boreen': 2232, 'stood': 777, 'own': 132, 'alas': 368, 'soft': 364, 'devil': 384, 'old': 34, 'bond': 1321, 'stony': 2170, 'chanced': 805, 'hair': 177, 'kilkenny': 653, 'bore': 1102, 'stagger': 2084, 'clyde': 1332, 'shell': 497, 'chanting': 1922, 'bran': 2330, 'watch': 584, 'stone': 901, 'hillways': 1886, 'aloft': 2320, 'danced': 383, 'soar': 1899, 'homeward': 2144, 'change': 686, 'connemara': 2334, 'dress': 2253, 'jeremy': 1790, 'brothers': 595, 'heather': 1215, 'smiling': 359, 'others': 1768, 'peggy': 1810, 'dew': 434, 'taxes': 2159, 'sheeps': 2255, 'came': 108, 'asked': 304, 'remark': 990, 'part': 759, 'wrath': 2311, 'pricked': 2598, 'ties': 1770, 'frightened': 821, 'seen': 157, 'between': 1028, 'arose': 1295, 'shortly': 2202, 'bread': 2353, 'piety': 1611, 'mistaken': 1761, 'answer': 540, 'break': 478, 'squeezed': 1880, 'reported': 1386, 'darling': 172, 'wondering': 2641, 'fiddlin': 2099, 'who': 106, 'macdiarmada': 1581, 'caused': 882, 'every': 345, 'hunt': 1993, 'grieve': 1375, 'birds': 350, 'sweeps': 2495, 'doing': 1827, 'seems': 2649, 'hung': 1338, 'married': 381, 'antrim': 1095, 'creole': 548, 'doodle': 2415, 'omalley': 897, 'worsened': 1260, 'ring': 711, 'meaning': 884, 'learn': 1843, 'dinner': 2383, 'fall': 551, 'slept': 1172, 'battered': 1792, 'craw': 1591, 'sake': 1890, 'soldiers': 611, 'crossroads': 2252, 'peoples': 1681, 'mccann': 1134, 'upon': 334, 'laid': 321, 'asleep': 1279, 'fray': 754, 'i': 3, 'parlay': 2458, 'huggin': 1276, 'roving': 488, 'eily': 2421, 'accident': 1846, 'preacher': 1618, 'news': 2604, 'gathered': 1855, 'ill': 37, 'farewell': 725, 'name': 449, 'write': 635, 'bridgit': 896, 'holds': 1700, 'seeing': 2172, 'remind': 2612, 'puts': 2570, 'jail': 723, 'straight': 924, 'twas': 261, 'winter': 2439, 'honest': 2374, 'traveled': 2079, 'youd': 638, 'guff': 1454, 'scattered': 1555, 'river': 951, 'your': 24, 'nonsensical': 1829, 'sails': 2590, 'passion': 1685, 'herring': 1892, 'malone': 915, 'friendly': 1111, 'guide': 1687, 'hours': 459, 'wall': 426, 'walk': 994, 'paddy': 413, 'polkas': 1830, 'clay': 1325, 'late': 339, 'hour': 1588, 'looked': 342, 'streets': 917, 'placed': 1585, 'coaxin': 1646, 'pleasures': 1356, 'dove': 2220, 'fish': 1409, 'forever': 278, 'coolin': 2560, 'rings': 529, 'dripping': 1361, 'morgan': 1864, 'wild': 105, 'kissd': 2314, 'beautiful': 418, 'true': 74, 'bowlin': 1767, 'able': 319, 'lovely': 198, 'crossings': 1771, 'mountains': 290, 'poisoning': 1592, 'roved': 2579, 'pity': 1062, 'bloomed': 2280, 'plundering': 1664, 'jewels': 1663, 'long': 101, 'sailors': 2120, 'whenever': 890, 'off': 372, 'aisey': 1164, 'dying': 424, 'tore': 467, 'stand': 287, 'tory': 1508, 'death': 491, 'ribbons': 1051, 'christmas': 1296, 'oft': 836, 'frivolity': 1650, 'londons': 2471, 'sulloon': 1731, 'gets': 1721, 'thoughts': 855, 'whose': 1485, 'onaisy': 1647, 'dawn': 1150, 'cornwall': 2266, 'enlisted': 2362, 'hush': 1274, 'honey': 840, 'maidens': 1217, 'boat': 2589, 'tight': 2675, 'fireside': 2260, 'magic': 564, 'fading': 1559, 'tempest': 1474, 'connaught': 1084, 'awoke': 2227, 'joined': 2049, 'cliffs': 506, 'answered': 606, 'forbid': 2605, 'erins': 1086, 'bouys': 2036, 'flavours': 1220, 'children': 694, 'barn': 2386, 'here': 425, 'stationed': 2678, 'struggle': 823, 'du': 1747, 'crossed': 949, 'temper': 2041, 'reels': 2574, 'bank': 2288, 'women': 400, 'play': 251, 'forgot': 1710, 'setting': 2122, 'betray': 2270, 'powr': 2642, 'englishmen': 1599, 'boyhood': 1383, 'ned': 1050, 'cream': 2489, 'call': 328, 'juice': 1035, 'potatoes': 1046, 'new': 188, 'surely': 776, 'coins': 1751, 'through': 88, 'di': 1284, 'shelter': 2188, 'travelled': 2244, 'swear': 2681, 'whom': 2281, 'carmody': 1856, 'shells': 848, 'vanished': 1414, 'no': 35, 'bluff': 1459, 'iull': 1691, 'steal': 799, 'na': 559, 'rusty': 1301, 'summer': 570, 'rattling': 1989, 'so': 32, 'took': 114, 'warning': 1353, 'knock': 1714, 'fare': 637, 'flock': 1642, 'grant': 1941, 'fisted': 2676, 'farm': 1795, 'pound': 1794, 'mermaids': 1472, 'claim': 1655, 'drove': 1481, 'how': 267, 'crowded': 1247, 'tbe': 2135, 'wheat': 2475, 'kilkee': 1400, 'grew': 2292, 'babies': 1422, 'fills': 2420, 'follol': 1995, 'cockle': 2602, 'glimpse': 1253, 'bacchus': 2504, 'played': 691, 'pocket': 1209, 'yellow': 2104, 'fearless': 1088, 'marching': 2071, 'followed': 2201, 'follow': 1343, 'frightning': 1991, 'bonnet': 2445, 'tune': 486, 'echo': 2429, 'childer': 1639, 'holes': 1173, 'yer': 1432, 'yet': 369, 'four': 536, 'entangled': 1883, 'forgiveness': 1266, 'irishmen': 675, 'dhu': 783, 'throw': 2614, 'like': 64, 'strolling': 1344, 'lad': 712, 'steps': 733, 'past': 597, 'lazily': 2571, 'pass': 806, 'bellows': 1881, 'sligo': 1765, 'daisy': 2365, 'lay': 847, 'child': 581, 'baby': 2346, 'law': 625, 'grass': 259, 'wines': 2634, 'thrush': 1055, 'meet': 179, 'braes': 2581, 'written': 2106, 'making': 831, 'had': 82, 'maintain': 1460, 'tumblin': 1718, 'has': 158, 'hat': 1116, 'lilacs': 1000, 'beauty': 402, 'lonely': 312, 'shall': 120, 'pleasant': 2198, 'knows': 1329, 'known': 963, 'else': 748, 'graveyard': 2345, 'smashed': 1867, 'rode': 1312, 'shalt': 1238, 'down': 44, 'shillelagh': 2044, 'ere': 2577, 'dungannon': 518, 'ready': 2666, 'doesnt': 629, 'melting': 1384, 'begotten': 2505, 'desire': 1942, 'where': 47, 'comrades': 322, 'remember': 1114, 'raw': 483, 'rat': 1825, 'head': 761, 'roses': 250, 'ran': 466, 'ral': 601, 'born': 511, 'rah': 1996, 'mither': 1269, 'rag': 1571, 'love': 22, 'lovd': 1151, 'ponchartrain': 1037, 'sigh': 2167, 'quart': 2336, 'wit': 1908, 'rest': 535, 'courted': 895, 'roared': 830, 'far': 144, 'tuam': 1979, 'alive': 340, 'morning': 104, 'declining': 2530, 'air': 520, 'noiseless': 2575, 'move': 1124, 'ago': 377, 'eat': 1292, 'gangs': 2476, 'slew': 1725, 'slopes': 912, 'wonder': 662, 'bird': 742, 'hath': 1098, 'coffee': 2097, 'for': 10, 'touch': 2129, 'cannot': 403, 'caress': 2638, 'whatever': 2195, 'dressed': 1145, 'finnertys': 1850, 'foemans': 1099, 'croft': 1525, 'milking': 1060, 'robbin': 2673, 'rights': 2465, 'till': 130, 'van': 623, 'stuck': 1590, 'dresses': 2481, 'adieu': 1041, 'tell': 265, 'chaneys': 1868, 'heavenward': 816, 'renownd': 1609, 'shoes': 1121, 'vow': 930, 'hail': 1717, 'liffey': 941, 'nolans': 1817, 'quite': 318, 'water': 233, 'chop': 1543, 'might': 248, 'nearly': 1724, 'stile': 1160, 'talk': 1623, 'dub': 1166, 'still': 99, 'spring': 524, 'holyhead': 2033, 'rostrevor': 1495, 'murray': 1715, 'bravery': 1319, 'gain': 2454, 'something': 2018, 'landlady': 2629, 'croppy': 1144, 'breaks': 2527, 'genie': 1950, 'some': 127, 'bound': 382, 'swell': 1308, 'newborn': 1421, 'used': 476, 'unseen': 2178, 'view': 655, 'reached': 2597, 'athenry': 779, 'stern': 2179, 'sort': 1446, 'almost': 2013, 'cottage': 1786, 'plight': 1259, 'went': 173, 'after': 771, 'fought': 374, 'doves': 2519, 'fame': 1602, 'only': 143, 'precious': 580, 'luck': 1349, 'thundering': 1470, 'plow': 2259, 'shine': 1193, 'scarce': 1924, 'meadows': 870, 'policeman': 1458, 'stop': 664, 'yon': 2689, 'smelled': 1537, 'bothered': 2371, 'courteous': 2446, 'kerrigan': 1860, 'fast': 838, 'lady': 1177, 'rust': 2258, 'beginning': 2537, 'dropped': 2373, 'kind': 260, 'king': 1130, 'command': 1677, 'leisure': 1910, 'fountain': 1196, 'gasworks': 1524, 'hoops': 1851, 'tree': 257, 'shadow': 676, 'adored': 1561, 'paddys': 2002, 'torn': 2072, 'saber': 1743, 'kerry': 1178, 'loving': 460, 'turning': 2213, 'guard': 1139, 'molly': 291, 'sleep': 458, 'marble': 1387, 'ban': 2058, 'left': 98, 'flesh': 1732, 'casey': 234, 'bag': 2409, 'bad': 881, 'back': 111, 'hobble': 2046, 'path': 2310, 'girl': 148, 'bay': 531, 'winds': 627, 'bar': 1346, 'pate': 2370, 'venus': 2287, 'coaxing': 2234, 'kindliest': 1621, 'clearly': 842, 'in': 8, 'bosom': 2364, 'mother': 161, 'expire': 1943, 'lave': 1659, 'legs': 1728, 'naught': 1127, 'awhile': 1911, 'skibbereen': 565, 'gifts': 1558, 'cattle': 2158, 'longing': 1243, 'wait': 2493, 'trusty': 2595, 'laws': 2618, 'dogs': 1992, 'drew': 720, 'takes': 797, 'terrance': 1848, 'taken': 275, 'standing': 763, 'distressful': 2610, 'mingling': 2308, 'graceful': 2112, 'destroy': 1676, 'lucan': 1478, 'danes': 1482, 'lets': 1683, 'corporal': 271, 'welcome': 352, 'mavrone': 1837, 'vowed': 1753, 'divils': 1629, 'ye': 96, 'five': 858, 'real': 2651, 'twinkle': 2647, 'young': 48, 'thank': 2351, 'goblins': 1986, 'lassie': 614, 'remarkable': 1457, 'roamin': 2680, 'course': 2663, 'sits': 2261, 'peat': 1894, 'matters': 2293, 'kilgary': 1020, 'returnd': 2303, 'melodious': 1923, 'tailor': 2214, 'glass': 390, 'befall': 2196, 'country': 468, 'comfort': 1068, 'wonderful': 985, 'spins': 1201, 'teasing': 2515, 'moonlight': 1197, 'everybody': 2380, 'bidding': 2352, 'oak': 2594, 'breaking': 1076, 'time': 133, 'maid': 145, 'expressed': 2478, 'main': 957, 'board': 2200, 'hapless': 2060, 'rambling': 2199, 'very': 286, 'roll': 1469, 'hall': 1822, 'twould': 2008, 'half': 760, 'choose': 1974, 'drives': 2510, 'sheilings': 1889, 'wintry': 2103, 'hell': 857, 'held': 837, 'tandy': 2608, 'ranks': 2459, 'feeble': 2173, 'knocked': 1032, 'strings': 2134, 'sets': 903, 'prove': 1001, 'set': 412, 'hello': 2102, 'sustaining': 1252, 'glamour': 1452, 'see': 77, 'whisper': 1455, 'marry': 1040, 'vain': 1784, 'earnest': 2067, 'needs': 1684, 'silver': 654, 'gazed': 2240, 'passage': 1463, 'story': 966, 'wives': 853, 'william': 2269, 'watching': 1402, 'spending': 1186, 'build': 1216, 'revenge': 2182, 'covers': 2136, 'raking': 787, 'dale': 1226, 'revealing': 1229, 'told': 666, 'ache': 1693, 'adoration': 2434, 'monger': 1410, 'god': 310, 'tralee': 791, 'tipped': 1043, 'fever': 832, 'wisdom': 2184, 'prodigal': 2637, 'crow': 1420, 'got': 247, 'plain': 657, 'lingers': 2568, 'ladies': 1045, 'said': 55, 'lake': 727, 'from': 27, 'strains': 1232, 'bent': 568, 'tapping': 2549, 'ghost': 1411, 'haunt': 1370, 'sport': 1327, 'leaves': 489, 'men': 307, 'slavery': 862, 'glen': 423, 'rigadoo': 573, 'met': 222, 'rosin': 140, 'gives': 2435, 'spirits': 2025, 'won': 772, 'springing': 1161, 'spire': 2344, 'never': 49, 'hares': 913, 'desperate': 1258, 'oconnell': 1479, 'mussels': 1408, 'village': 2342, 'transparently': 1937, 'hurroo': 1013, 'saint': 671, 'happened': 1847, 'closet': 2133, 'sweep': 2477, 'sweet': 58, 'confess': 2635, 'go': 50, 'australia': 1298, 'trace': 2098, 'dismay': 1597, 'rested': 1998, 'party': 1797, 'tarry': 2456, 'thought': 362, 'jolly': 889, 'west': 656, 'visions': 1228, 'fight': 1100, 'live': 249, 'enchanted': 2432, 'bould': 2216, 'show': 2622, 'yoke': 2257, 'getting': 2416, 'catch': 1905, 'dreamed': 1526, 'jig': 1836, 'health': 642, 'pie': 1720, 'pig': 2359, 'were': 42, 'walked': 2276, 'whilst': 2299, 'belling': 2497, 'wrapped': 2175, 'english': 620, 'peace': 363, 'judy': 1806, 'blast': 1969, 'innocent': 1652, 'future': 1932, 'gold': 406, 'hades': 1314, 'bulging': 2410, 'stewards': 2514, 'valley': 432, 'always': 272, 'attend': 1223, '23rd': 2204, 'worn': 1429, 'strength': 2350, 'work': 929, 'fresh': 707, 'word': 984, 'wore': 1147, 'storied': 936, 'pluck': 2688, 'addle': 1449, 'outside': 1280, 'variety': 1608, 'fellow': 1716, 'boldly': 2424, 'mantle': 2533, 'kicked': 1875, 'deludhering': 2256, 'poured': 1596, 'caught': 2109, 'consolation': 2089, 'fingers': 1010, 'groves': 1496, 'began': 448, 'rain': 864, 'besides': 1957, 'nonsense': 1834, 'couple': 2087, 'happiness': 1341, 'fortune': 470, 'neighbors': 2212, 'enjoy': 1973, 'drain': 1439, 'longer': 430, 'harbour': 2297, 'views': 1493, 'regret': 2652, 'handsome': 404, 'frighten': 2398, 'egg': 1737, 'bold': 721, 'upwards': 2078, 'hoping': 2348, 'dare': 2621, 'dignity': 2187, 'sparkling': 1689, 'tiny': 1110, 'destiny': 1240, 'shut': 2357, 'dark': 1154, 'paint': 1782, 'comicality': 1657, 'buy': 784, 'strand': 2585, 'rebelled': 2295, 'm\\xef\\xbf\\xbdr': 2177, 'but': 19, 'diemans': 624, 'ocean': 650, 'blarney': 931, 'sold': 749, 'art': 371, 'weirs': 1547, 'wheels': 1412, 'yours': 1162, 'are': 31, 'arm': 717, 'youre': 195, 'boyne': 940, 'blue': 264, 'fright': 2264, 'bairns': 1896, 'dadda': 2508, 'satisfaction': 1858, 'dancing': 353, 'daddy': 1025, 'hushed': 1517, 'put': 131, 'earth': 1330, 'bailiffs': 2502, 'east': 1675, 'wages': 2011, 'whos': 1133, 'um': 1746, 'clergy': 1662, 'cakes': 1814, 'lasses': 2425, 'stout': 750, 'brown': 444, 'us': 245, 'up': 86, 'much': 596, 'runaway': 867, 'gowns': 2119, 'hullabaloo': 1877, 'waking': 2183, 'twilight': 1315, 'puff': 1441, 'face': 326, 'elation': 2437, 'tough': 920, 'snare': 1362, 'faded': 1254, 'elevations': 1773, 'feels': 2128, 'gorey': 1506, 'castles': 1553, 'academy': 1841, 'parting': 703, 'travelians': 2289, 'notes': 1136, 'ranting': 1587, 'horses': 1311, 'stalwart': 2068, 'agree': 1545, 'ditty': 1271, 'wheeled': 916, 'rather': 628, 'toe': 738, 'too': 110, 'called': 736, 'velvet': 639, 'me': 9, 'knitting': 2541, 'inheritance': 2190, 'bundle': 1083, 'teardrop': 2644, 'spleen': 2165, 'court': 1364, 'ended': 1320, 'well': 91, 'breathes': 1230, 'aged': 569, 'merry': 269, 'spreading': 2534, 'conchology': 1636, 'laughtcr': 2116, 'taking': 1313, 'fairer': 1071, 'lies': 454, 'feeling': 813, 'another': 324, 'tap': 2108, 'wid': 227, 'win': 1777, 'bridle': 1289, 'bravry': 2470, 'chara': 2548, 'fairy': 961, 'note': 1901, 'hurray': 2048, 'this': 70, 'vessel': 1246, 'blessing': 2347, 'leave': 207, 'hurrah': 974, 'bonnie': 398, 'iii': 1323, 'ever': 126, 'turn': 509, 'company': 1906, 'lashings': 1812, 'amid': 1242, 'places': 911, 'equality': 1656, 'even': 1029, 'nest': 701, 'next': 240, 'boundless': 1467, 'lifting': 1648, 'athy': 713, 'thyme': 184, 'emigrants': 1241, 'slower': 792, 'cut': 1985, 'queen': 1337, 'scarcely': 1702, 'sharp': 1539, 'grey': 649, 'share': 1688, 'flapping': 2551, 'firelights': 1310, 'queer': 1726, 'hed': 487, 'babys': 1427, 'meal': 1893, 'rude': 2150, 'rove': 2562, 'mb\\xc3\\xb3': 560, 'empty': 1120, 'powrfulest': 1617, 'her': 18, 'hes': 282, 'mcbryde': 1582, 'does': 1038, 'oftimes': 2528, 'moment': 833, 'broken': 617, 'marched': 1094, 'loud': 566, 'dance': 668, 'contented': 1692, 'lightly': 1202, 'purse': 2450, 'marches': 1090, 'awake': 943, 'fiddlers': 2113, 'foaming': 1788, 'lanigans': 305, 'beyond': 1704, 'side': 295, 'youll': 200, 'wasnt': 2023, 'cousin': 1142, 'locks': 1075, 'band': 327, 'hurley': 2684, 'gleam': 1709, 'carrigfergus': 904, 'bann': 939, 'devonshire': 1947, 'johnny': 156, 'sure': 149, 'you': 11, 'sorrowful': 1425, 'stable': 1290, 'bu': 2660, 'drubbing': 2366, 'maiden': 441, 'immortal': 590, 'bees': 1804, 'lough': 2278, 'tay': 1156, 'embarrass': 1956, 'mainsails': 1304, 'heavy': 1101, 'bubblin': 2009, 'bracken': 1888, 'floor': 764, 'chance': 2655, 'rags': 2402, 'furious': 2073, 'parlour': 2267, 'moth': 1309, 'strong': 992, 'battleshield': 2186, 'hemp': 2062, 'add': 1939, 'jewel': 537, 'seas': 1256, 'doleful': 1722, 'day': 66, 'about': 2061, 'dad': 982, 'mourn': 1333, 'affection': 1972, 'soon': 252, 'racking': 2512, 'dai': 1286, 'modestly': 1281, 'knowing': 1967, 'mauser': 971, 'sun': 217, 'lane': 2341, 'struck': 417, 'merrily': 1200, 'prayers': 1264, 'cursing': 2499, 'pains': 1977, 'ask': 1042, 'galway': 1087, 'sometimes': 2138, 'regard': 2490, 'deny': 2275, 'drifting': 1530, 'waves': 820, 'robbing': 1763, 'clare': 1399, 'jumped': 2027, 'sooner': 1326, 'tired': 726, 'we': 46, 'ma': 710, 'ry': 1282, 'duram': 796, 'blooming': 361, 'style': 2007, 'suits': 2117, 'slave': 1931, 'whirligig': 1831, 'my': 7, 'ra': 213, 'lower': 793, 're': 1285, 'dime': 2100, 'hearted': 1079, 'phelim': 1871, 'salute': 1928, 'rebel': 1322, 'rarely': 2372, 'waken': 2393, 'pearse': 1578, 'blows': 2369, 'james': 1583, 'prettiest': 871, 'blight': 2155, 'twenty': 485, 'jailer': 2674, 'sully': 2469, 'bell': 588, 'sudden': 2313, 'turned': 689}\n","2690\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"soPGVheskaQP","colab_type":"code","colab":{}},"source":["\n","input_sequences = []\n","for line in corpus:\n","\ttoken_list = tokenizer.texts_to_sequences([line])[0]\n","\tfor i in range(1, len(token_list)):\n","\t\tn_gram_sequence = token_list[:i+1]\n","\t\tinput_sequences.append(n_gram_sequence)\n","\n","# pad sequences \n","max_sequence_len = max([len(x) for x in input_sequences])\n","input_sequences = np.array(pad_sequences(input_sequences, maxlen=max_sequence_len, padding='pre'))\n","\n","# create predictors and label\n","xs, labels = input_sequences[:,:-1],input_sequences[:,-1]\n","\n","ys = tf.keras.utils.to_categorical(labels, num_classes=total_words)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"pJtwVB2NbOAP","colab_type":"code","outputId":"b02c5e5a-79c7-421c-b627-2464ddd8771b","executionInfo":{"status":"ok","timestamp":1558917571409,"user_tz":420,"elapsed":461,"user":{"displayName":"Laurence Moroney","photoUrl":"https://lh3.googleusercontent.com/-RcxktLY-TBk/AAAAAAAAAAI/AAAAAAAAABY/b4V4dTIqmPI/s64/photo.jpg","userId":"06401446828348966425"}},"colab":{"height":153}},"source":["print(tokenizer.word_index['in'])\n","print(tokenizer.word_index['the'])\n","print(tokenizer.word_index['town'])\n","print(tokenizer.word_index['of'])\n","print(tokenizer.word_index['athy'])\n","print(tokenizer.word_index['one'])\n","print(tokenizer.word_index['jeremy'])\n","print(tokenizer.word_index['lanigan'])"],"execution_count":5,"outputs":[{"output_type":"stream","text":["8\n","1\n","71\n","6\n","713\n","39\n","1790\n","1791\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"49Cv68JOakwv","colab_type":"code","outputId":"0a5e4791-c270-45f9-b886-79a4ce85a18b","executionInfo":{"status":"ok","timestamp":1558917573259,"user_tz":420,"elapsed":469,"user":{"displayName":"Laurence Moroney","photoUrl":"https://lh3.googleusercontent.com/-RcxktLY-TBk/AAAAAAAAAAI/AAAAAAAAABY/b4V4dTIqmPI/s64/photo.jpg","userId":"06401446828348966425"}},"colab":{"height":34}},"source":["print(xs[6])"],"execution_count":6,"outputs":[{"output_type":"stream","text":["[0 0 0 0 0 0 0 0 0 0 0 0 0 0 2]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"iY-jwvfgbEF8","colab_type":"code","outputId":"6e0fed89-6e1a-4e49-c0a4-1aa8f39c3432","executionInfo":{"status":"ok","timestamp":1558917574741,"user_tz":420,"elapsed":469,"user":{"displayName":"Laurence Moroney","photoUrl":"https://lh3.googleusercontent.com/-RcxktLY-TBk/AAAAAAAAAAI/AAAAAAAAABY/b4V4dTIqmPI/s64/photo.jpg","userId":"06401446828348966425"}},"colab":{"height":34}},"source":["print(ys[6])"],"execution_count":7,"outputs":[{"output_type":"stream","text":["[ 0.  0.  0. ...,  0.  0.  0.]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"wtzlUMYadhKt","colab_type":"code","outputId":"8d05f736-c8de-4a25-c4f9-e8f842690f62","executionInfo":{"status":"ok","timestamp":1558917576380,"user_tz":420,"elapsed":481,"user":{"displayName":"Laurence Moroney","photoUrl":"https://lh3.googleusercontent.com/-RcxktLY-TBk/AAAAAAAAAAI/AAAAAAAAABY/b4V4dTIqmPI/s64/photo.jpg","userId":"06401446828348966425"}},"colab":{"height":51}},"source":["print(xs[5])\n","print(ys[5])"],"execution_count":8,"outputs":[{"output_type":"stream","text":["[   0    0    0    0    0    0    0    0    0   51   12   96 1217   48    2]\n","[ 0.  0.  0. ...,  0.  0.  0.]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"H4myRpB1c4Gg","colab_type":"code","outputId":"48f6a5d6-cfe0-4fcb-dba3-c04c6c20d8c6","executionInfo":{"status":"ok","timestamp":1558917579429,"user_tz":420,"elapsed":454,"user":{"displayName":"Laurence Moroney","photoUrl":"https://lh3.googleusercontent.com/-RcxktLY-TBk/AAAAAAAAAAI/AAAAAAAAABY/b4V4dTIqmPI/s64/photo.jpg","userId":"06401446828348966425"}},"colab":{"height":54}},"source":["print(tokenizer.word_index)"],"execution_count":9,"outputs":[{"output_type":"stream","text":["{'harp': 366, 'hark': 1234, 'harm': 1907, 'defend': 1574, 'better': 704, 'hare': 1994, 'rats': 2391, 'sang': 599, 'sailed': 849, 'kilrain': 670, 'sent': 1004, 'drumslieve': 1376, 'joking': 2223, 'factory': 1528, 'send': 808, 'hired': 2010, 'til': 443, 'tin': 2327, 'lift': 2093, 'tie': 2406, 'hills': 331, 'speak': 1005, 'life': 191, 'desolation': 898, 'machine': 1586, 'tis': 162, 'pulled': 1711, 'divinity': 1630, 'green': 60, 'abusing': 2043, 'darlin': 741, 'dear': 78, 'deas': 557, 'black': 199, 'greet': 944, 'prouder': 2422, 'dead': 135, 'cats': 948, 'tabhair': 1671, 'cabin': 839, 'quitely': 2051, 'such': 349, 'lions': 1594, 'unprofaned': 1566, 'marks': 1299, 'london': 2479, 'trades': 2382, 'reap': 1984, 'lads': 496, 'mccorley': 358, 'sped': 2239, 'farrell': 578, 'pure': 365, 'each': 209, 'conversations': 2211, 'vigil': 1227, 'volunteers': 1576, 'moving': 1203, 'trust': 2349, 'fishin': 1766, 'garden': 579, 'though': 273, 'cheeks': 431, 'cheer': 2181, 'drown': 850, 'homes': 1404, 'cheek': 1698, 'hows': 2609, 'guinea': 2271, 'brand': 927, 'lark': 555, 'lips': 744, 'seasons': 1651, 'smother': 1983, 'rays': 709, 'clark': 1579, 'tenants': 2513, 'rows': 1800, 'mairis': 1885, 'grief': 539, 'california': 2228, 'one': 39, 'gad': 1641, 'mullingar': 1997, 'falls': 1917, 'seldom': 1392, 'farmstead': 2056, 'deprived': 2014, 'should': 224, 'bottles': 1107, 'although': 2457, 'sweetly': 745, 'auld': 574, 'och': 533, 'fly': 337, 'resolved': 1774, 'vogue': 2024, 'withdraw': 1952, 'made': 219, 'loo': 279, 'south': 977, 'valleys': 499, 'slanderin': 1436, 'haired': 2401, 'make': 196, 'cross': 594, 'rising': 780, 'low': 316, 'lot': 1918, 'passed': 197, 'hand': 129, 'loaded': 2591, 'foot': 669, 'sorry': 1915, 'drinking': 752, 'must': 146, 'jar': 1749, 'foots': 2545, 'aboard': 2028, 'singing': 306, 'gaily': 1884, 'gas': 1453, 'rakes': 788, 'likes': 1632, 'ceiling': 1839, 'most': 415, 'assisted': 1438, 'lines': 876, 'raked': 2417, 'softly': 1059, 'heaven': 2192, 'heavem': 2191, 'nay': 576, 'sons': 301, 'foam': 1395, 'tread': 1521, 'heaved': 2166, 'engaging': 2448, 'song': 212, 'creel': 1895, 'replied': 1873, 'treat': 2682, 'pike': 755, 'strangely': 1255, 'margin': 2277, 'glisten': 1799, 'cockles': 1407, 'surrendered': 2248, 'beauing': 2496, 'bride': 436, 'whack': 547, 'john': 1012, 'shc': 1288, 'she': 14, 'steer': 1968, 'terrible': 1876, 'vale': 2531, 'says': 303, 'world': 153, 'narrow': 660, 'quigley': 2215, 'meadow': 945, 'steel': 1541, 'shy': 2101, 'peeled': 2332, 'slaughter': 938, 'isle': 562, 'countrie': 2583, 'nice': 320, 'woman': 300, 'help': 2338, 'tear': 528, 'approaching': 902, 'sic': 1462, 'cried': 1852, 'three': 241, 'brogue': 2022, 'instead': 2035, 'khaki': 1600, 'sir': 561, 'sip': 2491, 'bush': 700, 'itself': 1564, 'sit': 325, 'loveliness': 1562, 'scratch': 2088, 'today': 180, 'six': 1756, 'clung': 2064, 'to': 4, 'sweetheart': 1002, 'shed': 442, 'across': 427, 'unpaid': 2160, 'being': 553, 'awaken': 1239, 'shes': 183, 'started': 1078, 'diamond': 1108, 'springtime': 1210, 'wished': 2034, 'same': 387, 'hole': 2086, 'prime': 1218, 'north': 995, 'albert': 1007, 'will': 26, 'gate': 2339, 'grim': 2065, 'thing': 456, 'thine': 962, 'landed': 641, 'think': 285, 'noise': 2555, 'colour': 1328, 'unto': 1057, 'shedding': 2536, 'comes': 515, 'fetters': 851, 'banbridge': 2230, 'changeless': 1550, 'tho': 677, 'sunshine': 523, 'dreamt': 2222, 'dreams': 475, 'sea': 97, 'laughter': 785, 'the': 1, 'weather': 1112, 'thc': 2131, 'tones': 600, 'war': 683, 'frequent': 2628, 'thy': 185, 'entwine': 687, 'carried': 1300, 'wear': 786, 'yell': 1738, 'wan': 2300, 'deliver': 1024, 'learning': 1842, 'faith': 1568, 'walkin': 1019, 'satisfied': 873, 'weak': 1680, 'flower': 774, 'them': 59, 'then': 52, 'thee': 142, 'heartfrom': 2001, 'they': 29, 'voice': 317, 'leggins': 2404, 'mothers': 375, 'score': 2377, 'constant': 1551, 'sheriff': 2164, 'catchers': 1826, 'truth': 527, 'zoo': 2379, 'aisy': 1294, 'gun': 863, 'fate': 1091, 'sack': 2411, 'hands': 632, 'custom': 2631, 'drawn': 722, 'wherever': 1371, 'porter': 1355, 'gardens': 679, 'red': 202, 'throughout': 2653, 'power': 1129, 'road': 160, 'kilrush': 1401, 'lambs': 1491, 'lord': 517, 'roam': 814, 'wife': 892, 'feet': 296, 'afraid': 2399, 'stranger': 1039, 'rolling': 1740, 'feel': 604, 'african': 1946, 'courting': 1047, 'beg': 719, 'bed': 613, 'bee': 1366, 'cursed': 856, 'sentry': 1764, 'crazy': 986, 'girls': 182, 'blades': 2619, 'bone': 1017, 'curses': 1306, 'gather': 1155, 'eer': 335, 'drinkin': 1158, 'slip': 2384, 'knew': 512, 'golden': 420, 'victory': 2193, 'guns': 530, 'ballygrant': 1377, 'meself': 753, 'belfast': 879, 'softest': 1360, 'lanigan': 1791, 'woods': 1073, 'sink': 2592, 'escape': 1250, 'swim': 906, 'enquiring': 2020, 'bounding': 1552, 'its': 75, 'reach': 2194, 'joyous': 2436, 'killarneys': 1975, 'foolish': 680, 'beside': 646, 'flow': 1191, 'wherein': 2151, 'dwell': 2152, 'brain': 1450, 'loses': 1964, 'rover': 407, 'morn': 414, 'proud': 346, 'railroad': 1769, 'more': 79, 'shoulders': 1781, 'together': 549, 'relations': 392, 'patrick': 1483, 'weary': 461, 'fervor': 1567, 'pray': 591, 'dearly': 2455, 'hummin': 1277, 'soil': 1509, 'tower': 1128, 'downfall': 2265, 'underfoot': 2617, 'customer': 1347, 'easily': 2572, 'siren': 1534, 'cozy': 1904, 'plying': 1188, 'church': 2343, 'milliner': 1808, 'join': 2526, 'nor': 484, 'first': 117, 'not': 54, 'now': 45, 'bower': 933, 'dawning': 385, 'moonshiny': 1447, 'above': 333, 'letters': 1003, 'bowed': 2444, 'goodbye': 2169, 'designed': 2487, 'boys': 228, 'sociable': 1787, 'twill': 868, 'which': 685, 'youve': 336, 'englands': 2611, 'chieftains': 937, 'gladness': 2418, 'weeks': 481, 'folk': 1249, 'larks': 2525, 'thinks': 2375, 'mchugh': 1872, 'spinning': 2538, 'charges': 2664, 'case': 1352, 'ld': 1272, 'springs': 1533, 'toil': 1428, 'freedom': 979, 'thinking': 356, 'li': 1273, 'courage': 825, 'hats': 2124, 'step': 554, 'until': 330, 'hopeless': 1367, 'battle': 2368, 'enchanting': 1494, 'laugh': 1180, 'gallon': 1106, 'finea': 1415, 'shocking': 2388, 'odds': 2074, 'autumn': 2554, 'stroll': 2015, 'ferry': 1380, 'best': 229, 'bough': 1920, 'laughd': 2317, 'beat': 1532, 'saluted': 1980, 'faces': 2055, 'strangers': 991, 'ivy': 2550, 'shirts': 2367, 'tomorrow': 621, 'ive': 87, 'neither': 626, 'beam': 2318, 'spied': 2656, 'pillage': 1665, 'control': 1644, 'stranded': 2094, 'pull': 2613, 'dirty': 947, 'easy': 416, 'stretched': 1866, 'lrelands': 2205, 'blame': 1143, 'somebody': 2552, 'deceive': 1027, 'agin': 980, 'pail': 2285, 'forgive': 2639, 'pain': 827, 'riding': 2440, 'tempered': 1542, 'paid': 932, 'napper': 2607, 'sounds': 1192, 'easter': 2118, 'strangled': 1879, 'edward': 2096, 'counting': 1713, 'shrill': 2226, 'pair': 751, 'strayed': 1074, 'host': 2053, 'draw': 2669, 'gloom': 2603, 'rope': 2063, 'sinners': 1637, 'spend': 652, 'open': 843, 'shining': 280, 'sovereigns': 2632, 'shamrock': 1208, 'blackbird': 1900, 'lass': 1072, 'gesture': 1678, 'last': 155, 'heard': 134, 'loss': 1978, 'lost': 860, 'sayin': 516, 'rate': 1962, 'solemn': 1235, 'under': 737, 'lose': 1363, 'docks': 1535, 'erin': 294, 'odonnell': 1477, 'seeking': 1267, 'avoidin': 1649, 'outspread': 2322, 'window': 705, 'apple': 1719, 'compare': 1396, 'smiles': 1701, 'blouse': 2397, 'woe': 955, 'violin': 1324, 'smiled': 513, 'ball': 232, 'wedding': 351, 'inside': 1113, 'beating': 781, 'before': 223, 'swinging': 1157, 'showrs': 2315, 'quay': 1085, 'train': 1536, 'bloom': 698, 'creature': 981, 'boot': 1433, 'forgets': 1569, 'lie': 465, 'holy': 1231, 'vermin': 1484, 'sail': 1502, 'sorrow': 854, 'oats': 1291, 'stuff': 1448, 'lassies': 2004, 'lip': 667, 'within': 1374, 'fishing': 1357, 'apprenticed': 1340, 'hold': 1573, 'neatest': 631, 'smoke': 1135, 'aching': 2306, 'beggarman': 1170, 'patricks': 2606, 'shinin': 1750, 'need': 2452, 'losing': 2042, 'greek': 1627, 'tenant': 2249, 'whisky': 2360, 'sands': 1372, 'picture': 1783, 'fulfill': 2209, 'midst': 1859, 'slumber': 582, 'lived': 2218, 'bunch': 803, 'eden': 1413, 'often': 2356, 'lives': 893, 'daughter': 277, 'ruler': 2197, 'credit': 2630, 'summers': 410, 'leaps': 2576, 'tide': 1499, 'moons': 2563, 'round': 150, 'shake': 2236, 'alone': 472, 'native': 910, 'along': 236, 'loves': 205, 'lover': 313, 'mild': 1727, 'heart': 43, 'belles': 925, 'hurled': 1307, 'whereon': 633, 'flag': 967, 'rally': 2180, 'loved': 237, 'rack': 2125, 'murther': 1854, 'pint': 1982, 'mounted': 2273, 'disquieted': 1248, 'swiftly': 1149, 'squall': 1426, 'divil': 607, 'fragrance': 1963, 'verdantly': 1565, 'bravely': 1089, 'fears': 2305, 'pheasants': 1403, 'townland': 1245, 'pigs': 2029, 'years': 243, 'roaming': 1385, 'praties': 2156, 'quality': 2016, 'yearn': 1705, 'counter': 1104, 'rowans': 1891, 'fishers': 2057, 'prince': 2095, 'thousand': 636, 'counted': 2658, 'lilting': 2645, 'gear': 2148, 'visit': 672, 'both': 433, 'shure': 790, 'landladys': 2633, 'wholl': 2601, 'glad': 2428, 'chamber': 2662, 'stars': 645, 'it': 25, 'is': 23, 'start': 1424, 'dublin': 151, 'huff': 1423, 'clumsy': 2111, 'if': 61, 'id': 168, 'laughing': 2005, 'winters': 872, 'im': 95, 'thems': 1668, 'fade': 682, 'fuel': 1940, 'sash': 1096, 'latinity': 1628, 'voices': 1152, 'veteran': 1575, 'charms': 958, 'jovial': 2210, 'delight': 154, 'theres': 80, 'store': 2626, 'platform': 2274, 'ship': 283, 'fathers': 315, 'distant': 1268, 'ruin': 1563, 'numbered': 1394, 'stands': 634, 'sell': 2449, 'summertime': 2687, 'evening': 393, 'melody': 2139, 'breast': 445, 'whats': 999, 'frisky': 2358, 'mornin': 1214, 'benburb': 1486, 'shades': 2532, 'promised': 1752, 'year': 2624, 'nlyme': 1219, 'bonny': 1053, 'top': 2480, 'airy': 1955, 'gathers': 1475, 'diamonds': 1336, 'flashed': 1097, 'rose': 102, 'doneen': 409, 'calls': 2381, 'quiet': 644, 'ringum': 1213, 'june': 1077, 'wink': 1809, 'spirit': 811, 'childhood': 1381, 'run': 421, 'rum': 1748, 'rub': 1165, 'mairi': 739, 'onward': 2238, 'unfurled': 1305, 'sheen': 2233, 'ten': 492, 'flew': 1760, 'treads': 2077, 'holly': 2557, 'slight': 2141, 'rock': 1278, 'support': 1390, 'done': 716, 'flute': 1431, 'wrong': 2559, 'two': 302, 'dudeen': 1440, 'wide': 503, 'glens': 1359, 'danny': 521, 'waiters': 2501, 'eight': 2376, 'thru': 1175, 'bleak': 2162, 'twist': 1835, 'offer': 1606, 'chords': 2467, 'limbs': 1999, 'island': 1730, 'lily': 612, 'foreign': 2584, 'false': 2596, 'white': 174, 'phantom': 2321, 'joys': 802, 'consent': 747, 'encumbered': 1513, 'leaned': 2593, 'quarters': 2080, 'hardly': 715, 'painted': 1862, 'soldier': 1293, 'scruff': 1435, 'lilt': 2648, 'stray': 883, 'maids': 2686, 'yonder': 1069, 'guards': 1757, 'endless': 861, 'bright': 137, 'admiration': 1369, 'dwelling': 2185, 'sing': 186, 'uncle': 2361, 'passes': 2140, 'begging': 1171, 'crown': 690, 'sunflower': 1570, 'yore': 605, 'irish': 192, 'banter': 1933, 'covered': 2438, 'robin': 2523, 'over': 84, 'fondly': 959, 'grow': 526, 'saying': 218, 'sights': 1397, 'trod': 1093, 'granted': 2433, 'marchin': 1437, 'reilly': 919, 'bondage': 1669, 'bought': 1987, 'ours': 996, 'close': 965, 'warrior': 2462, 'liquor': 1354, 'tied': 1339, 'stack': 2083, 'chocolate': 1444, 'enemy': 1723, 'brooks': 1840, 'days': 171, 'anger': 1257, 'honor': 969, 'duns': 2503, 'slainte': 695, 'take': 62, 'moon': 165, 'hope': 373, 'mythology': 1634, 'lovers': 2578, 'any': 389, 'drink': 246, 'fashion': 1686, 'and': 2, 'affray': 2050, 'fourth': 1670, 'moor': 926, 'fine': 159, 'find': 147, 'travel': 909, 'halfway': 1416, 'britches': 2217, 'believe': 684, 'trees': 1146, 'drank': 1981, 'wrote': 1695, 'learnin': 1610, 'boots': 2115, 'youth': 681, 'sunday': 648, 'harmony': 1674, 'enamour': 1934, 'gaze': 900, 'walking': 2272, 'breeze': 1466, 'coal': 2442, 'bring': 504, 'finger': 1207, 'sentence': 888, 'soars': 2431, 'shapes': 928, 'cleared': 2052, 'lusty': 1221, 'odaly': 1807, 'tease': 1953, 'damer': 1945, 'coat': 756, 'nigh': 2045, 'souls': 622, 'when': 21, 'majestic': 1500, 'freebirds': 2291, 'indies': 1935, 'mash': 2329, 'shines': 2354, 'flowers': 401, 'wee': 891, 'wed': 766, 'a': 5, 'angels': 807, 'single': 1954, 'acres': 1796, 'wet': 2389, 'city': 507, 'aroon': 953, 'useless': 1959, 'wooden': 2127, 'get': 122, 'enemies': 1511, 'chirping': 2556, 'wishful': 1638, 'rocky': 225, 'gem': 2242, 'ofttimes': 2640, 'sky': 510, 'fellows': 396, 'teacher': 1620, 'lofty': 914, 'numbers': 1758, 'starved': 1666, 'parents': 824, 'remorseless': 2091, 'tyrant': 2090, 'thorn': 899, 'clothes': 615, 'somewhere': 2105, 'kellswater': 643, 'blind': 2539, 'oneill': 1476, 'lack': 2142, 'venture': 983, 'avick': 1640, 'grave': 988, 'glance': 2569, 'his': 40, 'hit': 2245, 'cloak': 2283, 'wheel': 292, 'musha': 546, 'courtesy': 1927, 'hid': 2324, 'mccarthy': 1849, 'pianos': 2121, 'appear': 886, 'sportin': 2683, 'delirium': 1261, 'him': 115, 'iron': 1302, 'primrose': 1365, 'loch': 1503, 'rogue': 2021, 'em': 1026, 'verdant': 2580, 'miles': 2229, 'rare': 1061, 'suppose': 1863, 'distance': 834, 'street': 293, 'lamenting': 2312, 'lullaby': 1275, 'bollin': 2685, 'door': 244, 'grandmother': 1198, 'glossy': 2284, 'havent': 1018, 'mcgilligan': 1811, 'toast': 1898, 'yere': 1733, 'grandest': 1643, 'drowsily': 2540, 'rig': 1745, 'rie': 1287, 'o': 67, 'keep': 204, 'stirring': 2546, 'someone': 1115, 'awaitin': 2130, 'hearty': 734, 'keen': 2075, 'hearts': 575, 'fear': 469, 'bit': 609, 'other': 500, 'july': 2231, 'cot': 603, 'din': 2149, 'since': 231, 'big': 975, 'bid': 525, 'month': 869, 'cruel': 450, 'sprightly': 2547, 'earthly': 1237, 'changing': 2263, 'barrow': 658, 'color': 455, 'dig': 2085, 'riches': 1067, 'times': 254, 'penny': 2659, 'swan': 2145, 'mans': 1103, 'goggles': 2407, 'devils': 1754, 'many': 242, 'glory': 2340, 'jury': 1350, 'broad': 659, 'shoving': 2558, 'kept': 1163, 'grand': 699, 'everywhere': 2114, 'lying': 1518, 'bullet': 1589, 't': 1544, 'mind': 235, 'mine': 332, 'place': 238, 'begin': 2107, 'fighting': 1009, 'trade': 880, 'shannon': 1501, 'ground': 253, 'captive': 1930, 'provost': 1624, 'away': 56, 'wexford': 674, 'pipe': 1054, 'dom': 1672, 'spancil': 452, 'dow': 1167, 'killarney': 598, 'ould': 473, 'sends': 954, 'daylight': 1081, 'father': 100, 'stepped': 270, 'brow': 1006, 'brian': 1480, 'crowds': 2207, 'sweeter': 946, 'excise': 572, 'body': 1117, 'mooney': 1008, 'weeping': 826, 'redeem': 2161, 'bacon': 1815, 'couples': 1844, 'flying': 2219, 'have': 72, 'corner': 2385, 'ructions': 1801, 'let': 118, 'beware': 798, 'cap': 2282, 'theyre': 439, 'suffer': 1335, 'damsel': 885, 'macdonagh': 1580, 'slipped': 1348, 'forget': 464, 'gilgarra': 1211, 'grows': 399, 'wailing': 835, 'creeping': 1225, 'cure': 2003, 'great': 343, 'boatsman': 1379, 'happy': 405, 'gentle': 696, 'horror': 1598, 'deep': 794, 'receiver': 2657, 'laughs': 1706, 'collar': 2405, 'rigs': 2030, 'amiable': 1929, 'whistle': 2262, 'consumed': 1965, 'locality': 2017, 'listening': 2535, 'mountain': 138, 'rent': 758, 'feegee': 1445, 'thady': 2423, 'hardship': 1251, 'smile': 203, 'those': 419, 'begged': 1265, 'be': 30, 'blood': 519, 'tender': 665, 'by': 28, 'serve': 1331, 'laughters': 2646, 'flowing': 2316, 'l\\xc3\\xa1mh': 1673, 'going': 256, 'trinity': 1625, 'sod': 2615, 'landlord': 2163, 'haste': 706, 'armless': 1734, 'neer': 167, 'spoke': 593, 'crystal': 1195, 'rosy': 630, 'music': 972, 'people': 411, 'pale': 501, 'plenty': 281, 'ross': 1505, 'palm': 2286, 'carriages': 1033, 'night': 65, 'decay': 457, 'ballyjamesduff': 341, 'ware': 1961, 'with': 17, 'tenderest': 1619, 'warm': 647, 'hover': 1233, 'asunder': 2468, 'reel': 732, 'sheep': 2157, 'swearing': 1741, 'cho': 1616, 'waters': 2524, 'recall': 1909, 'skreen': 2582, 'raising': 2516, 'right': 395, 'slime': 1317, 'crying': 661, 'wishing': 2517, 'fists': 1031, 'linnets': 2650, 'vengeance': 2059, 'load': 2047, 'soothed': 1925, 'raise': 567, 'blithe': 2000, 'wish': 220, 'that': 15, 'returning': 2625, 'than': 176, 'leap': 2110, 'seven': 887, 'brogues': 1988, 'waiting': 563, 'reflections': 1382, 'money': 268, 'renown': 1601, 'sister': 1976, 'tuned': 1919, 'none': 408, 'windswept': 2296, 'mallow': 360, 'butcher': 2335, 'shawl': 2250, 'tea': 1816, 'goes': 178, 'morrow': 746, 'forefathers': 1603, 'cries': 1667, 'vision': 769, 'oil': 1456, 'banks': 284, 'wander': 602, 'saxon': 1507, 'threw': 923, 'felt': 829, 'short': 875, 'meeting': 1690, 'gently': 585, 'led': 610, 'fell': 355, 'leg': 718, 'gown': 2251, 'shore': 376, 'lead': 976, 'required': 2012, 'barley': 258, 'reminded': 1222, 'just': 169, 'cail\\xc3\\xadn': 556, 'colleen': 329, 'cloud': 2301, 'sunbeam': 2522, 'table': 845, 'hadnt': 1793, 'stick': 534, 'magee': 1434, 'ray': 1548, 'would': 83, 'dewy': 2586, 'priests': 1605, 'energy': 2154, 'faithful': 2466, 'cavalry': 1138, 'wood': 1779, 'flaxen': 2400, 'impropriety': 1614, 'beguile': 2643, 'ale': 2627, 'end': 508, 'fill': 498, 'all': 12, 'farming': 1358, 'enough': 918, 'stealing': 812, 'tears': 314, 'rosie': 514, 'union': 1595, 'high': 123, 'career': 2246, 'flood': 2309, 'good': 94, 'mary': 128, 'currabawn': 2387, 'bishop': 1658, 'buttoned': 2137, 'dust': 817, 'swings': 1206, 'brightest': 1708, 'into': 190, 'ones': 276, 'resound': 1514, 'eyes': 107, 'theyd': 1916, 'writin': 724, 'brightly': 2564, 'humble': 1707, 'peeping': 2412, 'cans': 2328, 'soared': 2319, 'troubles': 1679, 'jigs': 2031, 'mooncoin': 1190, 'julia': 1832, 'blackwater': 1487, 'liverpool': 2037, 'october': 1966, 'coast': 1398, 'cease': 997, 'buried': 859, 'lakes': 1497, 'n': 1789, 'lick': 1870, 'grove': 1205, 'found': 347, 'hosannahs': 1515, 'dublins': 1406, 'resemble': 1109, 'beneath': 757, 'dont': 214, 'could': 103, 'return': 616, 'betrays': 2464, 'parted': 1244, 'weel': 1897, 'rough': 1464, 'roddy': 357, 'sounded': 1820, 'meelia': 1853, 'ride': 1498, 'weep': 1334, 'cork': 2679, 'startin': 2483, 'playboy': 1654, 'corn': 446, 'waitin': 2494, 'crew': 1132, 'windows': 2498, 'passing': 2268, 'ghosts': 866, 'blaze': 1604, 'sober': 908, 'died': 201, 'farmers': 773, 'shoulder': 878, 'sunny': 2518, 'lamp': 1948, 'babes': 2290, 'sweetest': 968, 'clouded': 1263, 'smokey': 1538, 'climb': 2587, 'cherry': 2441, 'pots': 2326, 'broke': 1122, 'streams': 1405, 'free': 206, 'searching': 2333, 'bottle': 2337, 'below': 2081, 'simply': 1523, 'slowly': 1189, 'barney': 2331, 'pat': 1577, 'simple': 1270, 'deepest': 1378, 'rise': 1058, 'wonders': 1368, 'sitting': 1159, 'powerful': 1865, 'cry': 474, 'fail': 1522, 'neck': 1092, 'borne': 1465, 'growin': 2620, 'fair': 69, 'land': 93, 'diggin': 1184, 'mellow': 1187, 'painful': 1694, 'army': 2677, 'sighed': 619, 'lattice': 1204, 'falling': 2026, 'arms': 215, 'praise': 587, 'climate': 1318, 'charmin': 1607, 'peek': 2392, 'turns': 688, 'heres': 288, 'companions': 2430, 'chains': 852, 'drowsy': 809, 'wouldst': 1560, 'treated': 1780, 'endearing': 1557, 'do': 181, 'groups': 1845, 'coming': 1174, 'de': 379, 'drums': 1014, 'da': 354, 'kathleen': 541, 'sailing': 1065, 'december': 1123, 'runctions': 1869, 'eye': 543, 'laity': 1661, 'want': 728, 'higher': 1776, 'ink': 1389, 'around': 263, 'allegators': 1778, 'chanters': 1882, 'boo': 1176, 'noon': 1064, 'afford': 1936, 'generation': 978, 'treasures': 2325, 'oflynn': 532, 'form': 782, 'boy': 194, 'prowling': 1531, 'fleet': 960, 'checking': 1645, 'bow': 116, 'fore': 1430, 'barrin': 1443, 'didnt': 480, 'market': 2453, 'deceiver': 1744, 'banish': 1066, 'snow': 289, 'sinking': 447, 'gruff': 1418, 'dozen': 1105, 'dream': 367, 'please': 463, 'spent': 255, 'give': 193, 'anguish': 2171, 'sunset': 1775, 'root': 2616, 'row': 266, 'stones': 1388, 'neagh': 1504, 'room': 550, 'presence': 815, 'roof': 1126, 'roe': 1489, 'pride': 768, 'nature': 2486, 'rob': 2588, 'know': 121, 'jest': 989, 'thayology': 1635, 'miss': 1048, 'mist': 828, 'falter': 2443, 'fifty': 2355, 'links': 1512, 'whispering': 1419, 'fields': 230, 'whirring': 2544, 'forced': 1140, 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2394, 'say': 125, 'silent': 2427, 'saw': 210, 'sat': 388, 'sighing': 2553, 'introduction': 1874, 'salley': 678, 'boil': 2040, 'journey': 819, 'alladin': 1949, 'sad': 651, 'little': 112, 'shakes': 2565, 'on': 16, 'leane': 2279, 'oh': 36, 'famine': 2294, 'cold': 221, 'memory': 743, 'ringlets': 729, 'of': 6, 'taras': 1821, 'fool': 2039, 'field': 950, 'gay': 391, 'eileen': 429, 'shaken': 589, 'danger': 1970, 'or': 81, 'an': 113, 'am': 216, 'wealth': 1944, 'ah': 505, 'brother': 1141, 'claret': 789, 'ay': 1283, 'opened': 844, 'winging': 1236, 'listen': 1798, 'at': 38, 'as': 20, 'sight': 2472, 'bells': 479, 'reason': 1125, 'way': 164, 'friends': 208, 'was': 13, 'again': 90, 'punch': 1813, 'lilies': 2529, 'cheerily': 2542, 'glow': 1549, 'ireland': 239, 'toomebridge': 2076, 'minstrel': 586, 'fashioned': 2408, 'rapier': 1212, 'neath': 2521, 'man': 119, 'moaning': 1153, 'purer': 1373, 'lays': 2566, 'judge': 494, 'mad': 1838, 'tuning': 2419, 'may': 136, 'hear': 85, 'look': 298, 'thou': 76, 'lure': 1903, 'cootehill': 1417, 'casement': 2561, 'drunk': 1391, 'drop': 714, 'cask': 1805, 'fainted': 735, 'heavens': 697, 'shelah': 1168, 'songs': 731, 'pipers': 1179, 'donegal': 1622, 'thats': 170, 'pipes': 422, 'piper': 1878, 'try': 2254, 'leaving': 822, 'wearin': 795, 'calico': 2396, 'irelands': 2243, 'pretty': 187, 'canal': 1527, 'truly': 964, 'dolans': 1818, 'likewise': 2668, 'trudged': 2363, 'ringin': 1451, 'hogshead': 2082, 'poor': 189, 'kissed': 471, 'bubbling': 2032, 'hanging': 1119, 'shook': 993, 'pepper': 1021, 'heed': 2189, 'd': 1631, 'without': 482, 'shoot': 2672, 'strife': 998, 'throbbing': 2323, 'heel': 1052, 'soul': 166, 'mollys': 1762, 'wobblin': 2019, 'few': 874, 'banner': 2070, 'footmen': 2667, 'crooning': 1199, 'fled': 2426, 'pardon': 2636, 'flows': 1070, 'flowr': 1615, 'courtin': 1036, 'wind': 323, 'wine': 846, 'sick': 1393, 'wont': 438, 'youths': 2654, 'sweethearts': 1056, 'returned': 1785, 'dim': 818, 'countin': 1022, 'whisperings': 1442, 'swamps': 1772, 'doubts': 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2378, 'ringing': 462, 'chain': 956, 'nut': 775, 'diddle': 841, 'remain': 934, 'chair': 2126, 'watched': 394, 'waxes': 2599, 'rich': 702, 'playing': 970, 'bedim': 1699, 'cool': 1194, 'daughters': 2206, 'pistol': 2670, 'dancers': 1118, 'enthralled': 1914, 'banished': 1833, 'funds': 2507, '1803': 1297, 'captain': 692, 'advance': 1612, 'raindrops': 2390, 'tried': 538, 'hill': 311, 'middle': 608, 'near': 274, 'rollin': 1034, 'someones': 2123, 'neat': 640, 'least': 1183, 'c\\xef\\xbf\\xbdta': 2176, 'gray': 1824, 'clouds': 1529, 'caubeen': 2623, 'leaning': 1546, 'fairly': 1169, 'full': 952, 'prison': 493, 'phil': 922, 'apron': 2395, 'couldnt': 2671, 'noiselessly': 2543, 'abandon': 2153, 'there': 41, 'carry': 1016, 'girded': 2460, 'rungum': 2661, 'brave': 299, 'lazy': 987, 'why': 344, 'gaiety': 1660, 'indeed': 1729, 'sacked': 1554, 'yearly': 2451, 'light': 226, 'looks': 2447, 'colonel': 440, 'nights': 905, 'motion': 1471, 'beaming': 1181, 'care': 435, 'living': 2509, 'goin': 544, 'bade': 2168, 'sow': 2474, 'fierce': 1473, 'shannons': 2302, 'house': 380, 'tom': 973, 'ruby': 1913, 'makes': 386, 'anchor': 2203, 'stream': 708, 'bragh': 348, 'clear': 370, 'cr\\xc3\\xbaite': 558, 'guineas': 1182, 'manys': 2224, 'connolly': 1584, 'also': 1951, 'invitation': 1802, 'logic': 1633, 'fixed': 1556, 'tags': 2403, 'martha': 894, 'seemd': 2307, 'fire': 428, 'trial': 1351, 'creeds': 1682, 'ogradys': 1819, 'elf': 2235, 'gone': 124, 'jollity': 1653, 'ceannt': 1593, 'among': 1082, 'early': 139, 'owen': 1488, 'axe': 1540, 'arrived': 1044, 'nelly': 1823, 'guardian': 1224, 'rink': 2414, 'darkning': 1703, 'bogs': 1990, 'bare': 765, 'bard': 2463, 'oer': 92, 'shone': 877, 'prisoner': 1030, 'boneless': 1735, 'county': 453, 'stupendous': 1468, 'lowly': 2573, 'what': 163, 'joy': 502, 'stool': 577, 'curious': 2006, 'boreen': 2232, 'stood': 777, 'own': 132, 'alas': 368, 'soft': 364, 'devil': 384, 'old': 34, 'bond': 1321, 'stony': 2170, 'chanced': 805, 'hair': 177, 'kilkenny': 653, 'bore': 1102, 'stagger': 2084, 'clyde': 1332, 'shell': 497, 'chanting': 1922, 'bran': 2330, 'watch': 584, 'stone': 901, 'hillways': 1886, 'aloft': 2320, 'danced': 383, 'soar': 1899, 'homeward': 2144, 'change': 686, 'connemara': 2334, 'dress': 2253, 'jeremy': 1790, 'brothers': 595, 'heather': 1215, 'smiling': 359, 'others': 1768, 'peggy': 1810, 'dew': 434, 'taxes': 2159, 'sheeps': 2255, 'came': 108, 'asked': 304, 'remark': 990, 'part': 759, 'wrath': 2311, 'pricked': 2598, 'ties': 1770, 'frightened': 821, 'seen': 157, 'between': 1028, 'arose': 1295, 'shortly': 2202, 'bread': 2353, 'piety': 1611, 'mistaken': 1761, 'answer': 540, 'break': 478, 'squeezed': 1880, 'reported': 1386, 'darling': 172, 'wondering': 2641, 'fiddlin': 2099, 'who': 106, 'macdiarmada': 1581, 'caused': 882, 'every': 345, 'hunt': 1993, 'grieve': 1375, 'birds': 350, 'sweeps': 2495, 'doing': 1827, 'seems': 2649, 'hung': 1338, 'married': 381, 'antrim': 1095, 'creole': 548, 'doodle': 2415, 'omalley': 897, 'worsened': 1260, 'ring': 711, 'meaning': 884, 'learn': 1843, 'dinner': 2383, 'fall': 551, 'slept': 1172, 'battered': 1792, 'craw': 1591, 'sake': 1890, 'soldiers': 611, 'crossroads': 2252, 'peoples': 1681, 'mccann': 1134, 'upon': 334, 'laid': 321, 'asleep': 1279, 'fray': 754, 'i': 3, 'parlay': 2458, 'huggin': 1276, 'roving': 488, 'eily': 2421, 'accident': 1846, 'preacher': 1618, 'news': 2604, 'gathered': 1855, 'ill': 37, 'farewell': 725, 'name': 449, 'write': 635, 'bridgit': 896, 'holds': 1700, 'seeing': 2172, 'remind': 2612, 'puts': 2570, 'jail': 723, 'straight': 924, 'twas': 261, 'winter': 2439, 'honest': 2374, 'traveled': 2079, 'youd': 638, 'guff': 1454, 'scattered': 1555, 'river': 951, 'your': 24, 'nonsensical': 1829, 'sails': 2590, 'passion': 1685, 'herring': 1892, 'malone': 915, 'friendly': 1111, 'guide': 1687, 'hours': 459, 'wall': 426, 'walk': 994, 'paddy': 413, 'polkas': 1830, 'clay': 1325, 'late': 339, 'hour': 1588, 'looked': 342, 'streets': 917, 'placed': 1585, 'coaxin': 1646, 'pleasures': 1356, 'dove': 2220, 'fish': 1409, 'forever': 278, 'coolin': 2560, 'rings': 529, 'dripping': 1361, 'morgan': 1864, 'wild': 105, 'kissd': 2314, 'beautiful': 418, 'true': 74, 'bowlin': 1767, 'able': 319, 'lovely': 198, 'crossings': 1771, 'mountains': 290, 'poisoning': 1592, 'roved': 2579, 'pity': 1062, 'bloomed': 2280, 'plundering': 1664, 'jewels': 1663, 'long': 101, 'sailors': 2120, 'whenever': 890, 'off': 372, 'aisey': 1164, 'dying': 424, 'tore': 467, 'stand': 287, 'tory': 1508, 'death': 491, 'ribbons': 1051, 'christmas': 1296, 'oft': 836, 'frivolity': 1650, 'londons': 2471, 'sulloon': 1731, 'gets': 1721, 'thoughts': 855, 'whose': 1485, 'onaisy': 1647, 'dawn': 1150, 'cornwall': 2266, 'enlisted': 2362, 'hush': 1274, 'honey': 840, 'maidens': 1217, 'boat': 2589, 'tight': 2675, 'fireside': 2260, 'magic': 564, 'fading': 1559, 'tempest': 1474, 'connaught': 1084, 'awoke': 2227, 'joined': 2049, 'cliffs': 506, 'answered': 606, 'forbid': 2605, 'erins': 1086, 'bouys': 2036, 'flavours': 1220, 'children': 694, 'barn': 2386, 'here': 425, 'stationed': 2678, 'struggle': 823, 'du': 1747, 'crossed': 949, 'temper': 2041, 'reels': 2574, 'bank': 2288, 'women': 400, 'play': 251, 'forgot': 1710, 'setting': 2122, 'betray': 2270, 'powr': 2642, 'englishmen': 1599, 'boyhood': 1383, 'ned': 1050, 'cream': 2489, 'call': 328, 'juice': 1035, 'potatoes': 1046, 'new': 188, 'surely': 776, 'coins': 1751, 'through': 88, 'di': 1284, 'shelter': 2188, 'travelled': 2244, 'swear': 2681, 'whom': 2281, 'carmody': 1856, 'shells': 848, 'vanished': 1414, 'no': 35, 'bluff': 1459, 'iull': 1691, 'steal': 799, 'na': 559, 'rusty': 1301, 'summer': 570, 'rattling': 1989, 'so': 32, 'took': 114, 'warning': 1353, 'knock': 1714, 'fare': 637, 'flock': 1642, 'grant': 1941, 'fisted': 2676, 'farm': 1795, 'pound': 1794, 'mermaids': 1472, 'claim': 1655, 'drove': 1481, 'how': 267, 'crowded': 1247, 'tbe': 2135, 'wheat': 2475, 'kilkee': 1400, 'grew': 2292, 'babies': 1422, 'fills': 2420, 'follol': 1995, 'cockle': 2602, 'glimpse': 1253, 'bacchus': 2504, 'played': 691, 'pocket': 1209, 'yellow': 2104, 'fearless': 1088, 'marching': 2071, 'followed': 2201, 'follow': 1343, 'frightning': 1991, 'bonnet': 2445, 'tune': 486, 'echo': 2429, 'childer': 1639, 'holes': 1173, 'yer': 1432, 'yet': 369, 'four': 536, 'entangled': 1883, 'forgiveness': 1266, 'irishmen': 675, 'dhu': 783, 'throw': 2614, 'like': 64, 'strolling': 1344, 'lad': 712, 'steps': 733, 'past': 597, 'lazily': 2571, 'pass': 806, 'bellows': 1881, 'sligo': 1765, 'daisy': 2365, 'lay': 847, 'child': 581, 'baby': 2346, 'law': 625, 'grass': 259, 'wines': 2634, 'thrush': 1055, 'meet': 179, 'braes': 2581, 'written': 2106, 'making': 831, 'had': 82, 'maintain': 1460, 'tumblin': 1718, 'has': 158, 'hat': 1116, 'lilacs': 1000, 'beauty': 402, 'lonely': 312, 'shall': 120, 'pleasant': 2198, 'knows': 1329, 'known': 963, 'else': 748, 'graveyard': 2345, 'smashed': 1867, 'rode': 1312, 'shalt': 1238, 'down': 44, 'shillelagh': 2044, 'ere': 2577, 'dungannon': 518, 'ready': 2666, 'doesnt': 629, 'melting': 1384, 'begotten': 2505, 'desire': 1942, 'where': 47, 'comrades': 322, 'remember': 1114, 'raw': 483, 'rat': 1825, 'head': 761, 'roses': 250, 'ran': 466, 'ral': 601, 'born': 511, 'rah': 1996, 'mither': 1269, 'rag': 1571, 'love': 22, 'lovd': 1151, 'ponchartrain': 1037, 'sigh': 2167, 'quart': 2336, 'wit': 1908, 'rest': 535, 'courted': 895, 'roared': 830, 'far': 144, 'tuam': 1979, 'alive': 340, 'morning': 104, 'declining': 2530, 'air': 520, 'noiseless': 2575, 'move': 1124, 'ago': 377, 'eat': 1292, 'gangs': 2476, 'slew': 1725, 'slopes': 912, 'wonder': 662, 'bird': 742, 'hath': 1098, 'coffee': 2097, 'for': 10, 'touch': 2129, 'cannot': 403, 'caress': 2638, 'whatever': 2195, 'dressed': 1145, 'finnertys': 1850, 'foemans': 1099, 'croft': 1525, 'milking': 1060, 'robbin': 2673, 'rights': 2465, 'till': 130, 'van': 623, 'stuck': 1590, 'dresses': 2481, 'adieu': 1041, 'tell': 265, 'chaneys': 1868, 'heavenward': 816, 'renownd': 1609, 'shoes': 1121, 'vow': 930, 'hail': 1717, 'liffey': 941, 'nolans': 1817, 'quite': 318, 'water': 233, 'chop': 1543, 'might': 248, 'nearly': 1724, 'stile': 1160, 'talk': 1623, 'dub': 1166, 'still': 99, 'spring': 524, 'holyhead': 2033, 'rostrevor': 1495, 'murray': 1715, 'bravery': 1319, 'gain': 2454, 'something': 2018, 'landlady': 2629, 'croppy': 1144, 'breaks': 2527, 'genie': 1950, 'some': 127, 'bound': 382, 'swell': 1308, 'newborn': 1421, 'used': 476, 'unseen': 2178, 'view': 655, 'reached': 2597, 'athenry': 779, 'stern': 2179, 'sort': 1446, 'almost': 2013, 'cottage': 1786, 'plight': 1259, 'went': 173, 'after': 771, 'fought': 374, 'doves': 2519, 'fame': 1602, 'only': 143, 'precious': 580, 'luck': 1349, 'thundering': 1470, 'plow': 2259, 'shine': 1193, 'scarce': 1924, 'meadows': 870, 'policeman': 1458, 'stop': 664, 'yon': 2689, 'smelled': 1537, 'bothered': 2371, 'courteous': 2446, 'kerrigan': 1860, 'fast': 838, 'lady': 1177, 'rust': 2258, 'beginning': 2537, 'dropped': 2373, 'kind': 260, 'king': 1130, 'command': 1677, 'leisure': 1910, 'fountain': 1196, 'gasworks': 1524, 'hoops': 1851, 'tree': 257, 'shadow': 676, 'adored': 1561, 'paddys': 2002, 'torn': 2072, 'saber': 1743, 'kerry': 1178, 'loving': 460, 'turning': 2213, 'guard': 1139, 'molly': 291, 'sleep': 458, 'marble': 1387, 'ban': 2058, 'left': 98, 'flesh': 1732, 'casey': 234, 'bag': 2409, 'bad': 881, 'back': 111, 'hobble': 2046, 'path': 2310, 'girl': 148, 'bay': 531, 'winds': 627, 'bar': 1346, 'pate': 2370, 'venus': 2287, 'coaxing': 2234, 'kindliest': 1621, 'clearly': 842, 'in': 8, 'bosom': 2364, 'mother': 161, 'expire': 1943, 'lave': 1659, 'legs': 1728, 'naught': 1127, 'awhile': 1911, 'skibbereen': 565, 'gifts': 1558, 'cattle': 2158, 'longing': 1243, 'wait': 2493, 'trusty': 2595, 'laws': 2618, 'dogs': 1992, 'drew': 720, 'takes': 797, 'terrance': 1848, 'taken': 275, 'standing': 763, 'distressful': 2610, 'mingling': 2308, 'graceful': 2112, 'destroy': 1676, 'lucan': 1478, 'danes': 1482, 'lets': 1683, 'corporal': 271, 'welcome': 352, 'mavrone': 1837, 'vowed': 1753, 'divils': 1629, 'ye': 96, 'five': 858, 'real': 2651, 'twinkle': 2647, 'young': 48, 'thank': 2351, 'goblins': 1986, 'lassie': 614, 'remarkable': 1457, 'roamin': 2680, 'course': 2663, 'sits': 2261, 'peat': 1894, 'matters': 2293, 'kilgary': 1020, 'returnd': 2303, 'melodious': 1923, 'tailor': 2214, 'glass': 390, 'befall': 2196, 'country': 468, 'comfort': 1068, 'wonderful': 985, 'spins': 1201, 'teasing': 2515, 'moonlight': 1197, 'everybody': 2380, 'bidding': 2352, 'oak': 2594, 'breaking': 1076, 'time': 133, 'maid': 145, 'expressed': 2478, 'main': 957, 'board': 2200, 'hapless': 2060, 'rambling': 2199, 'very': 286, 'roll': 1469, 'hall': 1822, 'twould': 2008, 'half': 760, 'choose': 1974, 'drives': 2510, 'sheilings': 1889, 'wintry': 2103, 'hell': 857, 'held': 837, 'tandy': 2608, 'ranks': 2459, 'feeble': 2173, 'knocked': 1032, 'strings': 2134, 'sets': 903, 'prove': 1001, 'set': 412, 'hello': 2102, 'sustaining': 1252, 'glamour': 1452, 'see': 77, 'whisper': 1455, 'marry': 1040, 'vain': 1784, 'earnest': 2067, 'needs': 1684, 'silver': 654, 'gazed': 2240, 'passage': 1463, 'story': 966, 'wives': 853, 'william': 2269, 'watching': 1402, 'spending': 1186, 'build': 1216, 'revenge': 2182, 'covers': 2136, 'raking': 787, 'dale': 1226, 'revealing': 1229, 'told': 666, 'ache': 1693, 'adoration': 2434, 'monger': 1410, 'god': 310, 'tralee': 791, 'tipped': 1043, 'fever': 832, 'wisdom': 2184, 'prodigal': 2637, 'crow': 1420, 'got': 247, 'plain': 657, 'lingers': 2568, 'ladies': 1045, 'said': 55, 'lake': 727, 'from': 27, 'strains': 1232, 'bent': 568, 'tapping': 2549, 'ghost': 1411, 'haunt': 1370, 'sport': 1327, 'leaves': 489, 'men': 307, 'slavery': 862, 'glen': 423, 'rigadoo': 573, 'met': 222, 'rosin': 140, 'gives': 2435, 'spirits': 2025, 'won': 772, 'springing': 1161, 'spire': 2344, 'never': 49, 'hares': 913, 'desperate': 1258, 'oconnell': 1479, 'mussels': 1408, 'village': 2342, 'transparently': 1937, 'hurroo': 1013, 'saint': 671, 'happened': 1847, 'closet': 2133, 'sweep': 2477, 'sweet': 58, 'confess': 2635, 'go': 50, 'australia': 1298, 'trace': 2098, 'dismay': 1597, 'rested': 1998, 'party': 1797, 'tarry': 2456, 'thought': 362, 'jolly': 889, 'west': 656, 'visions': 1228, 'fight': 1100, 'live': 249, 'enchanted': 2432, 'bould': 2216, 'show': 2622, 'yoke': 2257, 'getting': 2416, 'catch': 1905, 'dreamed': 1526, 'jig': 1836, 'health': 642, 'pie': 1720, 'pig': 2359, 'were': 42, 'walked': 2276, 'whilst': 2299, 'belling': 2497, 'wrapped': 2175, 'english': 620, 'peace': 363, 'judy': 1806, 'blast': 1969, 'innocent': 1652, 'future': 1932, 'gold': 406, 'hades': 1314, 'bulging': 2410, 'stewards': 2514, 'valley': 432, 'always': 272, 'attend': 1223, '23rd': 2204, 'worn': 1429, 'strength': 2350, 'work': 929, 'fresh': 707, 'word': 984, 'wore': 1147, 'storied': 936, 'pluck': 2688, 'addle': 1449, 'outside': 1280, 'variety': 1608, 'fellow': 1716, 'boldly': 2424, 'mantle': 2533, 'kicked': 1875, 'deludhering': 2256, 'poured': 1596, 'caught': 2109, 'consolation': 2089, 'fingers': 1010, 'groves': 1496, 'began': 448, 'rain': 864, 'besides': 1957, 'nonsense': 1834, 'couple': 2087, 'happiness': 1341, 'fortune': 470, 'neighbors': 2212, 'enjoy': 1973, 'drain': 1439, 'longer': 430, 'harbour': 2297, 'views': 1493, 'regret': 2652, 'handsome': 404, 'frighten': 2398, 'egg': 1737, 'bold': 721, 'upwards': 2078, 'hoping': 2348, 'dare': 2621, 'dignity': 2187, 'sparkling': 1689, 'tiny': 1110, 'destiny': 1240, 'shut': 2357, 'dark': 1154, 'paint': 1782, 'comicality': 1657, 'buy': 784, 'strand': 2585, 'rebelled': 2295, 'm\\xef\\xbf\\xbdr': 2177, 'but': 19, 'diemans': 624, 'ocean': 650, 'blarney': 931, 'sold': 749, 'art': 371, 'weirs': 1547, 'wheels': 1412, 'yours': 1162, 'are': 31, 'arm': 717, 'youre': 195, 'boyne': 940, 'blue': 264, 'fright': 2264, 'bairns': 1896, 'dadda': 2508, 'satisfaction': 1858, 'dancing': 353, 'daddy': 1025, 'hushed': 1517, 'put': 131, 'earth': 1330, 'bailiffs': 2502, 'east': 1675, 'wages': 2011, 'whos': 1133, 'um': 1746, 'clergy': 1662, 'cakes': 1814, 'lasses': 2425, 'stout': 750, 'brown': 444, 'us': 245, 'up': 86, 'much': 596, 'runaway': 867, 'gowns': 2119, 'hullabaloo': 1877, 'waking': 2183, 'twilight': 1315, 'puff': 1441, 'face': 326, 'elation': 2437, 'tough': 920, 'snare': 1362, 'faded': 1254, 'elevations': 1773, 'feels': 2128, 'gorey': 1506, 'castles': 1553, 'academy': 1841, 'parting': 703, 'travelians': 2289, 'notes': 1136, 'ranting': 1587, 'horses': 1311, 'stalwart': 2068, 'agree': 1545, 'ditty': 1271, 'wheeled': 916, 'rather': 628, 'toe': 738, 'too': 110, 'called': 736, 'velvet': 639, 'me': 9, 'knitting': 2541, 'inheritance': 2190, 'bundle': 1083, 'teardrop': 2644, 'spleen': 2165, 'court': 1364, 'ended': 1320, 'well': 91, 'breathes': 1230, 'aged': 569, 'merry': 269, 'spreading': 2534, 'conchology': 1636, 'laughtcr': 2116, 'taking': 1313, 'fairer': 1071, 'lies': 454, 'feeling': 813, 'another': 324, 'tap': 2108, 'wid': 227, 'win': 1777, 'bridle': 1289, 'bravry': 2470, 'chara': 2548, 'fairy': 961, 'note': 1901, 'hurray': 2048, 'this': 70, 'vessel': 1246, 'blessing': 2347, 'leave': 207, 'hurrah': 974, 'bonnie': 398, 'iii': 1323, 'ever': 126, 'turn': 509, 'company': 1906, 'lashings': 1812, 'amid': 1242, 'places': 911, 'equality': 1656, 'even': 1029, 'nest': 701, 'next': 240, 'boundless': 1467, 'lifting': 1648, 'athy': 713, 'thyme': 184, 'emigrants': 1241, 'slower': 792, 'cut': 1985, 'queen': 1337, 'scarcely': 1702, 'sharp': 1539, 'grey': 649, 'share': 1688, 'flapping': 2551, 'firelights': 1310, 'queer': 1726, 'hed': 487, 'babys': 1427, 'meal': 1893, 'rude': 2150, 'rove': 2562, 'mb\\xc3\\xb3': 560, 'empty': 1120, 'powrfulest': 1617, 'her': 18, 'hes': 282, 'mcbryde': 1582, 'does': 1038, 'oftimes': 2528, 'moment': 833, 'broken': 617, 'marched': 1094, 'loud': 566, 'dance': 668, 'contented': 1692, 'lightly': 1202, 'purse': 2450, 'marches': 1090, 'awake': 943, 'fiddlers': 2113, 'foaming': 1788, 'lanigans': 305, 'beyond': 1704, 'side': 295, 'youll': 200, 'wasnt': 2023, 'cousin': 1142, 'locks': 1075, 'band': 327, 'hurley': 2684, 'gleam': 1709, 'carrigfergus': 904, 'bann': 939, 'devonshire': 1947, 'johnny': 156, 'sure': 149, 'you': 11, 'sorrowful': 1425, 'stable': 1290, 'bu': 2660, 'drubbing': 2366, 'maiden': 441, 'immortal': 590, 'bees': 1804, 'lough': 2278, 'tay': 1156, 'embarrass': 1956, 'mainsails': 1304, 'heavy': 1101, 'bubblin': 2009, 'bracken': 1888, 'floor': 764, 'chance': 2655, 'rags': 2402, 'furious': 2073, 'parlour': 2267, 'moth': 1309, 'strong': 992, 'battleshield': 2186, 'hemp': 2062, 'add': 1939, 'jewel': 537, 'seas': 1256, 'doleful': 1722, 'day': 66, 'about': 2061, 'dad': 982, 'mourn': 1333, 'affection': 1972, 'soon': 252, 'racking': 2512, 'dai': 1286, 'modestly': 1281, 'knowing': 1967, 'mauser': 971, 'sun': 217, 'lane': 2341, 'struck': 417, 'merrily': 1200, 'prayers': 1264, 'cursing': 2499, 'pains': 1977, 'ask': 1042, 'galway': 1087, 'sometimes': 2138, 'regard': 2490, 'deny': 2275, 'drifting': 1530, 'waves': 820, 'robbing': 1763, 'clare': 1399, 'jumped': 2027, 'sooner': 1326, 'tired': 726, 'we': 46, 'ma': 710, 'ry': 1282, 'duram': 796, 'blooming': 361, 'style': 2007, 'suits': 2117, 'slave': 1931, 'whirligig': 1831, 'my': 7, 'ra': 213, 'lower': 793, 're': 1285, 'dime': 2100, 'hearted': 1079, 'phelim': 1871, 'salute': 1928, 'rebel': 1322, 'rarely': 2372, 'waken': 2393, 'pearse': 1578, 'blows': 2369, 'james': 1583, 'prettiest': 871, 'blight': 2155, 'twenty': 485, 'jailer': 2674, 'sully': 2469, 'bell': 588, 'sudden': 2313, 'turned': 689}\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"w9vH8Y59ajYL","colab_type":"code","outputId":"c8cd3256-d2f7-4b9e-b10a-b2b0538bb246","executionInfo":{"status":"ok","timestamp":1558918396278,"user_tz":420,"elapsed":815477,"user":{"displayName":"Laurence Moroney","photoUrl":"https://lh3.googleusercontent.com/-RcxktLY-TBk/AAAAAAAAAAI/AAAAAAAAABY/b4V4dTIqmPI/s64/photo.jpg","userId":"06401446828348966425"}},"colab":{"height":3497}},"source":["model = Sequential()\n","model.add(Embedding(total_words, 100, input_length=max_sequence_len-1))\n","model.add(Bidirectional(LSTM(150)))\n","model.add(Dense(total_words, activation='softmax'))\n","adam = Adam(lr=0.01)\n","model.compile(loss='categorical_crossentropy', optimizer=adam, metrics=['accuracy'])\n","#earlystop = EarlyStopping(monitor='val_loss', min_delta=0, patience=5, verbose=0, mode='auto')\n","history = model.fit(xs, ys, epochs=100, verbose=1)\n","#print model.summary()\n","print(model)\n"],"execution_count":10,"outputs":[{"output_type":"stream","text":["Epoch 1/100\n","12038/12038 [==============================] - 8s 676us/sample - loss: 6.7198 - acc: 0.0690\n","Epoch 2/100\n","12038/12038 [==============================] - 8s 676us/sample - loss: 5.8557 - acc: 0.1067\n","Epoch 3/100\n","12038/12038 [==============================] - 9s 773us/sample - loss: 5.1519 - acc: 0.1450\n","Epoch 4/100\n","12038/12038 [==============================] - 8s 685us/sample - loss: 4.6195 - acc: 0.1849\n","Epoch 5/100\n","12038/12038 [==============================] - 8s 649us/sample - loss: 3.7084 - acc: 0.2684\n","Epoch 6/100\n","12038/12038 [==============================] - 8s 661us/sample - loss: 2.9987 - acc: 0.3639\n","Epoch 7/100\n","12038/12038 [==============================] - 8s 705us/sample - loss: 2.4936 - acc: 0.4380\n","Epoch 8/100\n","12038/12038 [==============================] - 8s 704us/sample - loss: 2.1202 - acc: 0.5115\n","Epoch 9/100\n","12038/12038 [==============================] - 9s 748us/sample - loss: 1.8476 - acc: 0.5611\n","Epoch 10/100\n","12038/12038 [==============================] - 8s 667us/sample - loss: 1.6875 - acc: 0.5903\n","Epoch 11/100\n","12038/12038 [==============================] - 8s 670us/sample - loss: 1.5512 - acc: 0.6271\n","Epoch 12/100\n","12038/12038 [==============================] - 8s 682us/sample - loss: 1.4345 - acc: 0.6461\n","Epoch 13/100\n","12038/12038 [==============================] - 8s 699us/sample - loss: 1.3347 - acc: 0.6735\n","Epoch 14/100\n","12038/12038 [==============================] - 8s 624us/sample - loss: 1.3067 - acc: 0.6705\n","Epoch 15/100\n","12038/12038 [==============================] - 8s 674us/sample - loss: 1.2428 - acc: 0.6848\n","Epoch 16/100\n","12038/12038 [==============================] - 8s 687us/sample - loss: 1.1927 - acc: 0.6990\n","Epoch 17/100\n","12038/12038 [==============================] - 8s 638us/sample - loss: 1.1750 - acc: 0.6972\n","Epoch 18/100\n","12038/12038 [==============================] - 8s 639us/sample - loss: 1.1314 - acc: 0.7080\n","Epoch 19/100\n","12038/12038 [==============================] - 9s 707us/sample - loss: 1.0903 - acc: 0.7218\n","Epoch 20/100\n","12038/12038 [==============================] - 11s 904us/sample - loss: 1.1338 - acc: 0.7073\n","Epoch 21/100\n","12038/12038 [==============================] - 9s 716us/sample - loss: 1.1459 - acc: 0.6997\n","Epoch 22/100\n","12038/12038 [==============================] - 9s 707us/sample - loss: 1.2042 - acc: 0.6880\n","Epoch 23/100\n","12038/12038 [==============================] - 8s 680us/sample - loss: 1.2021 - acc: 0.6877\n","Epoch 24/100\n","12038/12038 [==============================] - 7s 618us/sample - loss: 1.1037 - acc: 0.7074\n","Epoch 25/100\n","12038/12038 [==============================] - 9s 765us/sample - loss: 1.0785 - acc: 0.7175\n","Epoch 26/100\n","12038/12038 [==============================] - 8s 638us/sample - loss: 1.0918 - acc: 0.7167\n","Epoch 27/100\n","12038/12038 [==============================] - 8s 641us/sample - loss: 1.0267 - acc: 0.7299\n","Epoch 28/100\n","12038/12038 [==============================] - 8s 701us/sample - loss: 1.0034 - acc: 0.7369\n","Epoch 29/100\n","12038/12038 [==============================] - 8s 630us/sample - loss: 1.0299 - acc: 0.7305\n","Epoch 30/100\n","12038/12038 [==============================] - 8s 626us/sample - loss: 1.0853 - acc: 0.7146\n","Epoch 31/100\n","12038/12038 [==============================] - 8s 665us/sample - loss: 1.1018 - acc: 0.7061\n","Epoch 32/100\n","12038/12038 [==============================] - 8s 638us/sample - loss: 1.1338 - acc: 0.6996\n","Epoch 33/100\n","12038/12038 [==============================] - 7s 602us/sample - loss: 1.1333 - acc: 0.6993\n","Epoch 34/100\n","12038/12038 [==============================] - 8s 643us/sample - loss: 1.1329 - acc: 0.6999\n","Epoch 35/100\n","12038/12038 [==============================] - 8s 676us/sample - loss: 1.1154 - acc: 0.7040\n","Epoch 36/100\n","12038/12038 [==============================] - 7s 612us/sample - loss: 1.0648 - acc: 0.7167\n","Epoch 37/100\n","12038/12038 [==============================] - 7s 606us/sample - loss: 0.9803 - acc: 0.7378\n","Epoch 38/100\n","12038/12038 [==============================] - 8s 697us/sample - loss: 0.9719 - acc: 0.7434\n","Epoch 39/100\n","12038/12038 [==============================] - 8s 696us/sample - loss: 0.9473 - acc: 0.7455\n","Epoch 40/100\n","12038/12038 [==============================] - 8s 651us/sample - loss: 0.9509 - acc: 0.7421\n","Epoch 41/100\n","12038/12038 [==============================] - 7s 611us/sample - loss: 1.0298 - acc: 0.7252\n","Epoch 42/100\n","12038/12038 [==============================] - 8s 700us/sample - loss: 1.0642 - acc: 0.7146\n","Epoch 43/100\n","12038/12038 [==============================] - 7s 618us/sample - loss: 1.0593 - acc: 0.7191\n","Epoch 44/100\n","12038/12038 [==============================] - 7s 601us/sample - loss: 0.9982 - acc: 0.7321\n","Epoch 45/100\n","12038/12038 [==============================] - 8s 658us/sample - loss: 1.0017 - acc: 0.7300\n","Epoch 46/100\n","12038/12038 [==============================] - 9s 738us/sample - loss: 1.0192 - acc: 0.7284\n","Epoch 47/100\n","12038/12038 [==============================] - 7s 612us/sample - loss: 1.0359 - acc: 0.7187\n","Epoch 48/100\n","12038/12038 [==============================] - 7s 606us/sample - loss: 1.0398 - acc: 0.7251\n","Epoch 49/100\n","12038/12038 [==============================] - 8s 674us/sample - loss: 1.0217 - acc: 0.7240\n","Epoch 50/100\n","12038/12038 [==============================] - 8s 628us/sample - loss: 0.9996 - acc: 0.7324\n","Epoch 51/100\n","12038/12038 [==============================] - 7s 609us/sample - loss: 1.0033 - acc: 0.7272\n","Epoch 52/100\n","12038/12038 [==============================] - 8s 677us/sample - loss: 1.0106 - acc: 0.7312\n","Epoch 53/100\n","12038/12038 [==============================] - 9s 726us/sample - loss: 1.0054 - acc: 0.7278\n","Epoch 54/100\n","12038/12038 [==============================] - 8s 653us/sample - loss: 0.9962 - acc: 0.7348\n","Epoch 55/100\n","12038/12038 [==============================] - 7s 620us/sample - loss: 0.9994 - acc: 0.7287\n","Epoch 56/100\n","12038/12038 [==============================] - 8s 664us/sample - loss: 1.0082 - acc: 0.7290\n","Epoch 57/100\n","12038/12038 [==============================] - 7s 613us/sample - loss: 1.0593 - acc: 0.7233\n","Epoch 58/100\n","12038/12038 [==============================] - 8s 657us/sample - loss: 1.0756 - acc: 0.7178\n","Epoch 59/100\n","12038/12038 [==============================] - 11s 915us/sample - loss: 1.1063 - acc: 0.7096\n","Epoch 60/100\n","12038/12038 [==============================] - 8s 633us/sample - loss: 1.0850 - acc: 0.7167\n","Epoch 61/100\n","12038/12038 [==============================] - 8s 697us/sample - loss: 1.0619 - acc: 0.7157\n","Epoch 62/100\n","12038/12038 [==============================] - 7s 614us/sample - loss: 1.0051 - acc: 0.7317\n","Epoch 63/100\n","12038/12038 [==============================] - 8s 684us/sample - loss: 0.9915 - acc: 0.7392\n","Epoch 64/100\n","12038/12038 [==============================] - 9s 749us/sample - loss: 1.0219 - acc: 0.7317\n","Epoch 65/100\n","12038/12038 [==============================] - 7s 606us/sample - loss: 1.0665 - acc: 0.7238\n","Epoch 66/100\n","12038/12038 [==============================] - 7s 622us/sample - loss: 1.0658 - acc: 0.7184\n","Epoch 67/100\n","12038/12038 [==============================] - 7s 618us/sample - loss: 1.0419 - acc: 0.7258\n","Epoch 68/100\n","12038/12038 [==============================] - 9s 708us/sample - loss: 1.0354 - acc: 0.7250\n","Epoch 69/100\n","12038/12038 [==============================] - 8s 632us/sample - loss: 0.9828 - acc: 0.7371\n","Epoch 70/100\n","12038/12038 [==============================] - 8s 670us/sample - loss: 0.9219 - acc: 0.7516\n","Epoch 71/100\n","12038/12038 [==============================] - 7s 620us/sample - loss: 0.9602 - acc: 0.7517\n","Epoch 72/100\n","12038/12038 [==============================] - 8s 657us/sample - loss: 1.1875 - acc: 0.7094\n","Epoch 73/100\n","12038/12038 [==============================] - 8s 660us/sample - loss: 1.1161 - acc: 0.7117\n","Epoch 74/100\n","12038/12038 [==============================] - 7s 609us/sample - loss: 1.0711 - acc: 0.7173\n","Epoch 75/100\n","12038/12038 [==============================] - 8s 637us/sample - loss: 1.0221 - acc: 0.7319\n","Epoch 76/100\n","12038/12038 [==============================] - 7s 597us/sample - loss: 0.9373 - acc: 0.7506\n","Epoch 77/100\n","12038/12038 [==============================] - 7s 607us/sample - loss: 0.9688 - acc: 0.7435\n","Epoch 78/100\n","12038/12038 [==============================] - 9s 724us/sample - loss: 0.9753 - acc: 0.7392\n","Epoch 79/100\n","12038/12038 [==============================] - 8s 690us/sample - loss: 1.0247 - acc: 0.7322\n","Epoch 80/100\n","12038/12038 [==============================] - 8s 639us/sample - loss: 1.0104 - acc: 0.7352\n","Epoch 81/100\n","12038/12038 [==============================] - 8s 657us/sample - loss: 1.4669 - acc: 0.6685\n","Epoch 82/100\n","12038/12038 [==============================] - 8s 683us/sample - loss: 1.5104 - acc: 0.6490\n","Epoch 83/100\n","12038/12038 [==============================] - 7s 619us/sample - loss: 1.3300 - acc: 0.6805\n","Epoch 84/100\n","12038/12038 [==============================] - 7s 617us/sample - loss: 1.2722 - acc: 0.6980\n","Epoch 85/100\n","12038/12038 [==============================] - 8s 704us/sample - loss: 1.1965 - acc: 0.7101\n","Epoch 86/100\n","12038/12038 [==============================] - 8s 630us/sample - loss: 1.1024 - acc: 0.7300\n","Epoch 87/100\n","12038/12038 [==============================] - 8s 647us/sample - loss: 1.0947 - acc: 0.7327\n","Epoch 88/100\n","12038/12038 [==============================] - 9s 725us/sample - loss: 1.0945 - acc: 0.7337\n","Epoch 89/100\n","12038/12038 [==============================] - 10s 807us/sample - loss: 1.0591 - acc: 0.7379\n","Epoch 90/100\n","12038/12038 [==============================] - 9s 745us/sample - loss: 1.1593 - acc: 0.7203\n","Epoch 91/100\n","12038/12038 [==============================] - 8s 653us/sample - loss: 1.2084 - acc: 0.7039\n","Epoch 92/100\n","12038/12038 [==============================] - 8s 666us/sample - loss: 1.1986 - acc: 0.7082\n","Epoch 93/100\n","12038/12038 [==============================] - 8s 692us/sample - loss: 1.1347 - acc: 0.7255\n","Epoch 94/100\n","12038/12038 [==============================] - 9s 734us/sample - loss: 1.1632 - acc: 0.7151\n","Epoch 95/100\n","12038/12038 [==============================] - 9s 716us/sample - loss: 1.1276 - acc: 0.7245\n","Epoch 96/100\n","12038/12038 [==============================] - 8s 687us/sample - loss: 1.0892 - acc: 0.7361\n","Epoch 97/100\n","12038/12038 [==============================] - 11s 906us/sample - loss: 1.1803 - acc: 0.7257\n","Epoch 98/100\n","12038/12038 [==============================] - 10s 841us/sample - loss: 1.2062 - acc: 0.7117\n","Epoch 99/100\n","12038/12038 [==============================] - 8s 692us/sample - loss: 1.1645 - acc: 0.7189\n","Epoch 100/100\n","12038/12038 [==============================] - 8s 672us/sample - loss: 1.1489 - acc: 0.7221\n","<google3.third_party.tensorflow.python.keras.engine.sequential.Sequential object at 0x7f0f63b1c2d0>\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/javascript":["window[\"cfb70fbc-8019-11e9-ac99-0334d3473916\"] = colab.output.getCurrentOutputArea();\n","//# sourceURL=js_cbec11f383"],"text/plain":["<IPython.core.display.Javascript at 0x7f0f56aeb690>"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"application/javascript":["window[\"output_area_id_953389418\"] = window[\"cfb70fbc-8019-11e9-ac99-0334d3473916\"];\n","//# sourceURL=js_b170249ff6"],"text/plain":["<IPython.core.display.Javascript at 0x7f0f56aebd50>"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"application/javascript":["colab.output.allowEphemeralScripts = true;\n","//# sourceURL=js_6e978dd043"],"text/plain":["<IPython.core.display.Javascript at 0x7f0f56aeb750>"]},"metadata":{"tags":["outputarea_id_953389418"]}},{"output_type":"display_data","data":{"text/html":["<div id=\"dynamic_id_953389419\"></div>"],"text/plain":["<IPython.core.display.HTML at 0x7f0f56add8d0>"]},"metadata":{"tags":["outputarea_id_953389418"]}},{"output_type":"display_data","data":{"application/javascript":["window[\"cfb8bd62-8019-11e9-ac99-0334d3473916\"] = jQuery(\"#dynamic_id_953389419\");\n","//# sourceURL=js_aa3f1b2371"],"text/plain":["<IPython.core.display.Javascript at 0x7f0f56a5f850>"]},"metadata":{"tags":["_js_update_dynamic_id_953389419","outputarea_id_953389418"]}},{"output_type":"display_data","data":{"application/javascript":["window[\"cfb8db58-8019-11e9-ac99-0334d3473916\"] = window[\"cfb8bd62-8019-11e9-ac99-0334d3473916\"].html(\"</br>\\n<div class=\\\"hint\\\">\\n<p>\\n<b>HINT:</b>\\nTry using BorgRunner and Async for long running cells.\\n<a href=\\\"#rich_display\\\" onclick=\\\"$('#rich_display').toggle();resizeOutput(); return false;\\\">\\nDetail\\n</a>\\n</p>\\n<div id=\\\"rich_display\\\" style=\\\"display: none;\\\">\\n<ul style=\\\"list-style-type:none; max-width:800px\\\">\\n<li style=\\\"background-color:#f5f5f5; min-height: 20px;\\n                 border: 1px solid #e3e3e3; padding: 9px;\\\">\\n<pre style=\\\"all: initial; font-family: monospace; white-space: pre-line;\\\">\\n          <b>Long Running Cells</b> </br>\\n          Sometimes you need to execute a long running operation.  There are two main\\nways to do this in the background.  First, you can use Async, which will allow\\nyou to run operations in the background (not blocking your current cell).\\nSecond, you can use the Runners framework to run on Borg, for example, by using\\nBorgRunner.  See the notebook linked below for more information.\\n        </pre>\\n</li>\\n<li>Hint ID: 22</li>\\n<li>Why: You had a cell running for more than 10 mins.</li>\\n<li>URL: <a target='_blank' href=\\\"http://go/rlnb/running_parallel_tasks.ipynb\\\">http://go/rlnb/running_parallel_tasks.ipynb</a></li>\\n<li>Feedback:\\n<a target='_blank' href=\\\"http://go/rl-hint-feedback\\\">http://go/rl-hint-feedback</a>\\nand <a target='_blank' href=\\\"http://go/rl-suggest-hint\\\">http://go/rl-suggest-hint</a>\\n</li>\\n<li>Disable: Type <code style=\\\"color: #c7254e;\\\">DisableHint(22)</code></li>\\n</ul>\\n</div>\\n</div>\\n</br>\");\n","//# sourceURL=js_71543dfb0f"],"text/plain":["<IPython.core.display.Javascript at 0x7f0f56aeb210>"]},"metadata":{"tags":["_js_update_dynamic_id_953389419","outputarea_id_953389418"]}},{"output_type":"display_data","data":{"application/javascript":["window[\"cfb8f264-8019-11e9-ac99-0334d3473916\"] = jQuery(\"#dynamic_id_953389419\");\n","//# sourceURL=js_050abe721d"],"text/plain":["<IPython.core.display.Javascript at 0x7f0f56add690>"]},"metadata":{"tags":["_js_update_dynamic_id_953389419","outputarea_id_953389418"]}},{"output_type":"display_data","data":{"application/javascript":["window[\"cfb907cc-8019-11e9-ac99-0334d3473916\"] = window[\"cfb8f264-8019-11e9-ac99-0334d3473916\"].height(\"\");\n","//# sourceURL=js_c567aa41ff"],"text/plain":["<IPython.core.display.Javascript at 0x7f0f56aebd50>"]},"metadata":{"tags":["_js_update_dynamic_id_953389419","outputarea_id_953389418"]}},{"output_type":"display_data","data":{"application/javascript":["window[\"cfb928ec-8019-11e9-ac99-0334d3473916\"] = window[\"cfb8f264-8019-11e9-ac99-0334d3473916\"].width(\"\");\n","//# sourceURL=js_aa07eed000"],"text/plain":["<IPython.core.display.Javascript at 0x7f0f56afb1d0>"]},"metadata":{"tags":["_js_update_dynamic_id_953389419","outputarea_id_953389418"]}}]},{"cell_type":"code","metadata":{"id":"3YXGelKThoTT","colab_type":"code","colab":{}},"source":["import matplotlib.pyplot as plt\n","\n","\n","def plot_graphs(history, string):\n","  plt.plot(history.history[string])\n","  plt.xlabel(\"Epochs\")\n","  plt.ylabel(string)\n","  plt.show()"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"poeprYK8h-c7","colab_type":"code","outputId":"ffaf6f0e-fcbc-450d-d872-884c24f8bb08","executionInfo":{"status":"ok","timestamp":1558918412141,"user_tz":420,"elapsed":576,"user":{"displayName":"Laurence Moroney","photoUrl":"https://lh3.googleusercontent.com/-RcxktLY-TBk/AAAAAAAAAAI/AAAAAAAAABY/b4V4dTIqmPI/s64/photo.jpg","userId":"06401446828348966425"}},"colab":{"height":297}},"source":["plot_graphs(history, 'acc')\n"],"execution_count":12,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAZUAAAEYCAYAAACUdWs9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhRDCKnp3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9evXN27PyMhgyZIljBs3jltvvZWnn366g16xEG0nIxUh2ujkyZPMnDmTb7/9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\n","text/plain":["<matplotlib.figure.Figure at 0x7f0f63b0da10>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"6Vc6PHgxa6Hm","colab_type":"code","outputId":"5912b513-dac1-4129-c2e6-0bdf4caeef8d","executionInfo":{"status":"ok","timestamp":1558930962952,"user_tz":420,"elapsed":1590,"user":{"displayName":"Laurence Moroney","photoUrl":"https://lh3.googleusercontent.com/-RcxktLY-TBk/AAAAAAAAAAI/AAAAAAAAABY/b4V4dTIqmPI/s64/photo.jpg","userId":"06401446828348966425"}},"colab":{"height":54}},"source":["seed_text = \"I've got a bad feeling about this\"\n","next_words = 100\n","  \n","for _ in range(next_words):\n","\ttoken_list = tokenizer.texts_to_sequences([seed_text])[0]\n","\ttoken_list = pad_sequences([token_list], maxlen=max_sequence_len-1, padding='pre')\n","\tpredicted = model.predict_classes(token_list, verbose=0)\n","\toutput_word = \"\"\n","\tfor word, index in tokenizer.word_index.items():\n","\t\tif index == predicted:\n","\t\t\toutput_word = word\n","\t\t\tbreak\n","\tseed_text += \" \" + output_word\n","print(seed_text)"],"execution_count":16,"outputs":[{"output_type":"stream","text":["I've got a bad feeling about this half dozen stout died and laid the song of the warrior bard shaken silver home now since i spent up in dublin call belfast city and the brother william stood at the door and they ring at me diggin for erin go bragh together again soon i patrick up her pipes bellows chanters and all up with a glass of love easy as the sea came to james connolly cry my a going to a baby on free sweep but away me forget old ireland all care of me darling in strife roaming tomorrow i paid than him went by\n"],"name":"stdout"}]}]}
